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*Heng-Yang Lu @ NJUCS, hylu@smail.nju.edu.cn

*Heng-Yang Lu @ JNUCS and NJUCS, hylu[at]smail.nju.edu.cn and luhengyang[at]jiangnan.edu.cn

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[[File:2017.jpg|x200px|2017.jpg]]

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陆恒杨 Heng-~~Yang~~ Lu

陆恒杨 Heng-yang Lu

Ph.D. Candidate ~~@ IIP~~ Group from 2014-2019 Department of Computer Science and Technology National Key Laboratory for Novel Software Technology Nanjing University

'''Currently '''@ School of Artificial Intelligence and Computer Science Jiangnan University

Associate Professor              @ JNU from 2022-now Postdoc                                      @ JNU from 2020-now Ph.D. Candidate                     @ IIP Group from 2014-2019 Department of Computer Science and Technology National Key Laboratory for Novel Software Technology Nanjing University

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Professor Jun-Yuan Xie and Professor Chong-Jun Wang

*Postdoc Supervisor:  Professor Xiao-jun Wu

*Ph.D.      Supervisor:  Professor Jun-Yuan Xie and Professor Chong-Jun Wang

'''Biography'''

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I received my B.Sc. degree in the Department of Computer Science and Technology of Nanjing University in June 2014. I was a Ph.D. candidate at IIP group in the Department of Computer Science and Technology at Nanjing University, led by professor Jun-Yuan Xie and Chong-Jun Wang. I received my Ph.D. degree in June 2019. I was also one of the members of the international branches of [https://hpi.de/en/research/research-school/international-branches/nanjing-university.html Hasso-Plattner-Institut] from Germany (2016-2019).

I received my B.Sc. degree in the Department of Computer Science and Technology of Nanjing University in June 2014. I was a Ph.D. candidate at IIP group in the Department of Computer Science and Technology at Nanjing University, led by professor Jun-Yuan Xie and Chong-Jun Wang. I received my Ph.D. degree in June 2019. I was also one of the members of the international branches of [https://hpi.de/en/research/research-school/international-branches/nanjing-university.html Hasso-Plattner-Institut] from Germany (2016-2019). I started my postdoc in Jiangnan University from 2020, majoring multi-modal data analysis.

Currently, I am ~~a Lecturer~~ in the School of Artificial Intelligence and Computer Science at Jiangnan University, Wuxi, China.

Currently, I am the Associate Professor in the School of Artificial Intelligence and Computer Science at Jiangnan University, Wuxi, China. I am also a member of the Jiangsu Provincial Engineering Laboratory of Pattern Recognition and Computational Intelligence.

'''Research Interests'''

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I am interested in Multi-modal Data Mining and Natural Language Processing. Currently, I am focusing on the subfields:

*~~cross-modal retrieval~~

*Multimodal Information Processing (OOD/CL/NCL)

*~~short text mining in online social media~~

*Affective Computing (MER/ERC/MSA)

*Online Social Media Mining

'''Recent ~~News~~'''

'''Recent New''''''s'''

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*July 1, ~~2019~~: I have become ~~a Lecturer~~ at Jiangnan University, ~~check my new [[http~~://~~iot~~.~~jiangnan~~.~~edu~~.cn/~~info/1062/4040~~.~~htm website]]~~

*Aug 21-23, 2026: Attend the CCKS 2026, Xi'an, China.

*July 31-Aug 2, 2026: Attend the YSSNLP 2026, Lanzhou, China.

*July 10-12, 2026: Attend the CCAC 2026, Wuhan, China.

*Jan 22-26, 2026: Attend the AAAI 2026, Singapore.

*Nov 29-30, 2025: Attend the CECC 2025, Xiamen, China.

*Nov 20-23, 2025: Attend the SMP 2025, Wuhan, China.

*Nov 8, 2025: Attend the CCF NLP战略研讨会, Suzhou, China.

*Nov 1-3, 2025: Attend the LMG 2025, Chengdu, China.

*Oct 22-25, 2025: Attend the CNCC 2025, Harbin, China.

*Sep 19-21, 2025: Attend the CSIG青年科学家会议 2025, Qingdao, China.

*Aug 8-10, 2025: Attend the NLPCC 2025, Urumqi, China.

*Aug 4-6, 2025: Attend 社会智能大会 2025, Lanzhou, China.

*July 18-20, 2025: Attend the CCAC 2025, Chengdu, China.

*June 13-15, 2025: Attend the YSSNLP 2025, Dalian, China.

*Nov 19-24, 2024: Attend the PRICAI 2024, Kyoto, Japan.

*Aug 13-17, 2024: Attend the ACL 2024, Bankok, Thailand.

*May 5-7, 2024: Attend the VALSE 2024, Chongqing, China.

*Oct 26-28, 2023: Attend the CNCC 2023, Shenyang, China.

*July 27-30, 2023: Attend the CCFAI 2023, Urumqi, China.

*June 30, 2023: Attend the CCAC 2023, Xi'an, China.

*June 10-12, 2023: Attend the VALSE 2023, Wuxi, China.

*May 11-14, 2023: Attend the CCIG 2023, Suzhou, China.

*Aug 26-28, 2022: Attend the JSAI 2022, Wuxi, China.

*June, 2022: I have become the Associated Professor at the School of Artificial Intelligent and Computer Science, Jiangnan University.

*July 21-24, 2021: Attend the CCFAI 2021, Yantai, China.

*July 10-11, 2021: Attend the CCAC 2021, Beijing, China.

*Nov 6-8, 2020: Attend the MLA 2020, Nanjing, China.

*Oct 22-24, 2020: Attend the CNCC 2020, Hangzhou, China.

*April 1, 2020: I have joined the School of Artificial Intelligent and Computer Science, Jiangnan University.

*July 1, 2019: I have become a Lecturer at the School of Internet of Things, Jiangnan University.

*May 15, 2019: Defend Day! Thanks a lot, my dear supervisors and colleagues!

*Dec 13-16, 2018: Presentation at the 25th ICONIP Conference, Siem Reap, Cambodia

*Dec 13-16, 2018: Presentation at the 25th ICONIP Conference, Siem Reap, Cambodia.

*Nov 20-21, 2018: Presentation at the 7th HPI Research School at NJU Workshop, Nanjing, China

*Nov 20-21, 2018: Presentation at the 7th HPI Research School at NJU Workshop, Nanjing, China.

*Oct 19-21, 2017: Attend the Student Forum of the 10th China-Japan University Presidents Conference, Shenyang, China

*Oct 19-21, 2017: Attend the Student Forum of the 10th China-Japan University Presidents Conference, Shenyang, China.

*Apr 26-28, 2017: Invited talk at the 12th Annual Symposium on Future Trends in SOC, Potsdam, Germany

*Apr 26-28, 2017: Invited talk at the 12th Annual Symposium on Future Trends in SOC, Potsdam, Germany.

*Feb 02-09, 2017: Poster night at the 31st AAAI Conference, San Francisco, USA

*Feb 02-09, 2017: Poster night at the 31st AAAI Conference, San Francisco, USA.

*Nov 07-08, 2016: Presentation and elevator pitch at 5th HPI Research School at NJU Workshop, Nanjing, China

*Nov 07-08, 2016: Presentation and elevator pitch at 5th HPI Research School at NJU Workshop, Nanjing, China.

*Nov 09-11, 2015: Oral talk at the 27th ICTAI Conference, Vietri Sul Mare, Italy

*Nov 09-11, 2015: Oral talk at the 27th ICTAI Conference, Vietri Sul Mare, Italy.

*Aug 16-18, 2015: Oral talk at the 15th CCML Conference, Chengdu, China

*Aug 16-18, 2015: Oral talk at the 15th CCML Conference, Chengdu, China.

'''Awards'''

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*第二十届全国知识图谱与语义计算大会（CCKS2026）亮点英文论文候选：Retrieval-Augmented and Dynamic-Placeholding MCoTReasoning for Fine-Grained Multimodal Named Entity Recognition and Grounding，Heng-yang Lu, Haoyu Chen, Xintong Liu.

*2025年江南大学本科优秀毕业设计（论文）指导老师

*2024: 江南大学第二十届我最喜爱的老师

*2023: The "Call to Arms" award, ECAI 2023

*2023年江南大学本科优秀毕业设计（论文）指导老师

*From Sep 2016 to Aug 2019: Scholarship for Doctoral Studies (2016-2019), from Hasso-Plattner-Institut, Germany

*Oct 2018: Huawei Scholarship for Ph.D., from NJU, China

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''' Conferences'''

'''· Win-win Cooperation: A Novel Dual-Modal Dual-Label Algorithm for Membrane Proteins Function Pre-screen'''

'''26.''' '''Noisy Correspondence Learning with Localized Consistency Mining for Cross-Modal Matching'''

'''Lu H''', He J, Chen M, Fang W.

In Proceedings of''' ''' ACM MM'''-26'''. Brazil, Rio de Janeiro, 2026. (CCF-A)

'''25.''' '''Prototype-as-Prompt: Multimodal Sentiment Prototypes Endowing Large Language Models the Capability to Perform Multimodal Sentiment Analysis'''[[https://openaccess.thecvf.com/content/CVPR2026/papers/Zhao_Prototype-as-Prompt_Multimodal_Sentiment_Prototypes_Endowing_Large_Language_Models_the_Capability_CVPR_2026_paper.pdf PDF]]

Zhao X, Luo L, '''Lu H*''', Tang B*.

In Proceedings of''' ''' CVPR'''-26'''. Colorado, 2026: 23010-23020. (CCF-A)

'''24.''' '''A Novel Fine-Tuned CLIP-OOD Detection Method with Double Loss Constraint Through Optimal Transport Semantic Alignment'''[[https://ojs.aaai.org/index.php/AAAI/article/view/38572 PDF]][[https://github.com/jncsnlp/DOT-OOD/ CODE]]

'''Lu H''', Guo X, Feng S, Jiang W, Du Y, Xia C, Fan C.

In Proceedings of''' ''' AAAI'''-26'''. Singapore, 2026: 15448-15456. (CCF-A)

'''23.''' '''False Negatives Do Matter: A Novel Soft Label and Reranking Based Plug-in Method for Image-Text Retrieval'''[[https://link.springer.com/chapter/10.1007/978-981-95-5679-3_11 PDF]][[https://github.com/jncsnlp/TSKL CODE]]

'''Lu H''', Sung Y.

In Proceedings of''' ''' PRCV'''-25'''. Shanghai, China, 2025: 149-163. (CCF-C)

'''22.''' '''A Multi-Agent Framework for Fine-Grained Multimodal Named Entity Recognition through Check and Reasoning'''[[https://dl.acm.org/doi/10.1145/3743093.3771014 PDF]][[https://github.com/jncsnlp/MCCDR CODE]]

'''Lu H''', Liu X, Shang X, Fang W, Wu X.

In Proceedings of''' ''' ACM MM ASIA'''-25'''. Kuala Lumpur, Malaysia, 2025: 1-7. (CCF-C)

'''21.''' '''StoryCrafter: Instance-Aligned Multi-Character Storytelling with Diffusion Policy Learning'''[[https://dl.acm.org/doi/10.1145/3746027.3755022 PDF]]

Dong R, Pang W, Pan C, ''' Lu H''', Fan C

In Proceedings of''' ''' ACM MM'''-25'''. Dublin, Ireland, 2025: 3232-3241. (CCF-A)

'''20.''' '''EGM-PER: Emotion-assisted Enhanced Personality Recognition Method Based on Gated Mixture-of-Experts'''[[https://dl.acm.org/doi/abs/10.1145/3746270.3760224 PDF]]

Yang Y, Geng G, ''' Lu H'''

In Proceedings of''' ''' ACM MM MRAC'''-25'''. Dublin, Ireland, 2025: 58-63.

'''19.'''''' Less is Better: Exploiting Label Bias to Enhance Instruction Tuning-based Backdoor Attack on Large Language Models'''[[https://ieeexplore.ieee.org/document/11228642 PDF]]

'''Lu H''', Zhong Y, Xia C

In Proceedings of''' ''' IJCNN'''-25'''. Rome, Italy, 2025. (CCF-C)

'''18.'''''' Towards Emotional Insights in Art: A Knowledge-Driven Framework Integrating Artistic Emotion Knowledge into Vision Language Models'''[[https://ieeexplore.ieee.org/document/11228836 PDF]]

Chen H, '''Lu H''', Xin Y, Kong D, Wang C

In Proceedings of''' ''' IJCNN'''-25'''. Rome, Italy, 2025. (CCF-C)

'''17.''' '''TeMME: Temporal Knowledge Graph Completion using Multi-grade Multivector Embeddings'''[[https://link.springer.com/chapter/10.1007/978-981-96-0125-7_26 PDF]][[https://github.com/jncsnlp/TeMME CODE]]

'''Lu H''', Yu H, Fan C, Zhan Q, Fang W, Wu X

In Proceedings of''' ''' PRICAI'''-24'''. Kyoto, Japan, 2024: 121-126. (CCF-C)

'''16.''' '''A Novel MLLMs-based Two-stage Model for Zero-shot Multimodal Sentiment Analysis'''[[https://link.springer.com/chapter/10.1007/978-981-96-0119-6_41#citeas PDF]][[https://github.com/jncsnlp/M2S CODE]]

'''Lu H''', Li X

In Proceedings of''' ''' PRICAI'''-24'''. Kyoto, Japan, 2024. (CCF-C)

'''15. '''JN-NLP at SIGHAN-2024 dimABSA Task: Extraction of Sentiment Intensity Quadruples Based on Paraphrase Generation[[https://aclanthology.org/2024.sighan-1.14/ PDF]]

Jiang Y, Liu T, '''Lu H'''

In Proceedings of''' ''' SIGHAN'''-10'''. Bangkok, Thailand, 2024: 121-126.

'''14. JN666 at SemEval-2024 Task 7: NumEval: Numeral-Aware Language Understanding and Generation'''[[https://aclanthology.org/2024.semeval-1.76/ PDF]]

Liu X, Liu X, '''Lu H'''

In Proceedings of''' ''' SemEval'''-24'''. Mexico City, Mexico, 2024: 497-502.

'''13. A Novel Differentiable Rank Learning Method Towards Stock Movement Quantile Forecasting'''

Fan C, '''Lu H''', Huang A

In Proceedings of''' ''' ECAI'''-23'''. Kraków, Poland, 2023. (CCF-B)

'''12. Where to Attack: A Dynamic Locator Model for Backdoor Attack in Text Classifications'''[[https://aclanthology.org/2022.coling-1.82/ PDF]][[https://github.com/jncsnlp/locatormodel CODE]]

'''Lu H''', Fan C, Yang J, Hu C, Fang W, Wu X

In Proceedings of''' ''' '''COLING-22'''. Gyeongju, Republic of Korea, 2022: 948-993. (CCF-B)

'''11. Pay Attention to the "Tails": A Novel Aspect-Fusion Model for Long-Tailed Aspect Category Detection'''[[https://link.springer.com/chapter/10.1007/978-3-031-20865-2_24 PDF]]

Nie W, '''Lu H''', Fang W

In Proceedings of''' ''' '''PRICAI-22'''. Shanghai, China, 2022: 321-334. (CCF-C)

'''10. Win-win Cooperation: A Novel Dual-Modal Dual-Label Algorithm for Membrane Proteins Function Pre-screen'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8983059 PDF]]

Zhang Y, Zhang Z, Cheng H, '''Lu H''', Zhang L, Wang C, Xie J

In Proceedings of''' ''' '''BIBM-19'''. San Diego, USA~~~~, 2019. ~~[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=~~&~~arnumber=8983059 PDF]]~~

In Proceedings of''' ''' '''BIBM-19'''. San Diego, USA, 2019. (EI, CPCI-S, CCF-B)

'''· MALP: A More Effective Meta-Paths Based Link Prediction Method in Partially Aligned Heterogeneous Social Networks'''

'''9. MALP: A More Effective Meta-Paths Based Link Prediction Method in Partially Aligned Heterogeneous Social Networks'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8995192 PDF]]

Zhu K, Cao M, Lu H

Zhu K, Cao M, '''Lu H'''

In Proceedings of '''ICATI-19'''. Portland, USA~~~~, 2019. ~~[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8995192 PDF]]~~

In Proceedings of '''ICATI-19'''. Portland, USA, 2019. (EI, CPCI-S, CCF-C)

'''· GADGET: Using Gated GRU for Biomedical Event Trigger Detection'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8852355 PDF]]

'''8. GADGET: Using Gated GRU for Biomedical Event Trigger Detection'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8852355 PDF]]

Zeng C, Zhang Y, '''Lu H''', Wang C

In Proceedings of''' ''' '''IJCNN-19'''. Budapest, Hungary~~~~, 2019.

In Proceedings of''' ''' '''IJCNN-19'''. Budapest, Hungary, 2019. (EI, CPCI-S, CCF-C)

'''· Exploiting Global Semantic Similarity Biterms for Short-text Topic Discovery'''[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576149 [PDF]]

'''7. Exploiting Global Semantic Similarity Biterms for Short-text Topic Discovery'''[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576149 [PDF]]

'''Lu H''', Ge G, Li Y, Wang C, Xie J

In Proceedings of''' ''' '''ICTAI-18'''. Volos. Greece, 2018: 975-982.~~ ~~

In Proceedings of''' ''' '''ICTAI-18'''. Volos. Greece, 2018: 975-982. (EI, CPCI-S, CCF-C)

'''· Online Single Homogeneous Source Transfer Learning Based on AdaBoost'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576059 PDF]]

'''6. Online Single Homogeneous Source Transfer Learning Based on AdaBoost'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576059 PDF]]

Du Y, Chen Q, '''Lu H''', Wang C

In Proceedings of  '''ICTAI-18'''. Volos, Greece, 2018: 344-349.

In Proceedings of  '''ICTAI-18'''. Volos, Greece, 2018: 344-349. (EI, CPCI-S, CCF-C)

'''· Constructing Pseudo Documents with Semantic Similarity for Short Text Topic Discovery'''[[https://link.springer.com/content/pdf/10.1007/978-3-030-04221-9_39.pdf PDF]]

'''5. Constructing Pseudo Documents with Semantic Similarity for Short Text Topic Discovery'''[[https://link.springer.com/content/pdf/10.1007/978-3-030-04221-9_39.pdf PDF]]

'''Lu H''', Li Y, Tang C, Wang C, Xie J

In Proceedings of '''ICONIP-18'''.''' '''Siem Reap, Cambodia, 2018: 437-449.

In Proceedings of '''ICONIP-18'''.''' '''Siem Reap, Cambodia, 2018: 437-449. (EI, CPCI-S, CCF-C)

'''· Topics may Evolve: Using Complaint ~~Date~~ for Analysis '''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8372098 PDF]]

'''4. Topics may Evolve: Using Complaint Data for Analysis '''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8372098 PDF]]

Xie L, Wang L, '''Lu H''', Li N, Wang C

In Proceedings of '''ICTAI-17'''. Boston, USA, 2017: 1296-1303.

In Proceedings of '''ICTAI-17'''. Boston, USA, 2017: 1296-1303. (EI, CPCI-S, CCF-C)

'''· Don't Forget the Quantifiable Relationship between Words: Using Recurrent Neural Network for Short Text Topic Discovery '''[[https://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14172/13900 PDF]]

'''3. Don't Forget the Quantifiable Relationship between Words: Using Recurrent Neural Network for Short Text Topic Discovery '''[[https://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14172/13900 PDF]]

'''Lu H''', Xie L, Kang N, Wang C and Xie J

In Proceedings of '''AAAI-17'''. San Francisco, USA, 2017:1192-1198.

In Proceedings of '''AAAI-17'''. San Francisco, USA, 2017:1192-1198. (EI, CPCI-S, CCF-A)

'''· Biterm Pseudo Document Topic Model for Short Text''' [[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7814694 PDF]]

'''2. Biterm Pseudo Document Topic Model for Short Text''' [[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7814694 PDF]]

Jiang L, '''Lu H''', Xu M and Wang C

In Proceedings of '''ICTAI-16'''. San Jose, USA, 2016: 865-872.

In Proceedings of '''ICTAI-16'''. San Jose, USA, 2016: 865-872. (EI, CPCI-S, CCF-C)

'''· Never Ignore The Significance Of Different Anomalies: A Cost-sensitive Algorithm Based On Loss Function For Anomaly Detection '''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7372253 PDF]]

'''1. Never Ignore The Significance Of Different Anomalies: A Cost-sensitive Algorithm Based On Loss Function For Anomaly Detection '''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7372253 PDF]]

'''Lu H''', Chen F, Xu M, Wang C and Xie J

In Proceedings of '''ICTAI-15'''. Vietri Sul Mare, Italy, 2015: 1099-1105.

In Proceedings of '''ICTAI-15'''. Vietri Sul Mare, Italy, 2015: 1099-1105. (EI, CPCI-S, CCF-C)

'''Journals'''

·'' '''''Multi-Entity Aspect-Based Sentiment Analysis with Context, Entity, Aspect Memory and Dependency Information'''[[http://delivery.acm.org/10.1145/3330000/3321125/a47-yang.pdf?ip=202.119.43.169&id=3321125&acc=ACTIVE%20SERVICE&key=BF85BBA5741FDC6E.180A41DAF8736F97.4D4702B0C3E38B35.4D4702B0C3E38B35&__acm__=1558587505_d17bf4245aab407c265d114347e5187b PDF]]

'''35.'''''  '''''RePD: Reliable Pseudo-label Construction and Dynamic Inference for Transductive Zero-shot Aspect-based Sentiment Quadruple Prediction'''

'''Lu H''', Jiang Y, Liu T, Fang W, Wang C.

'''IEEE Transactions on Affective Computing''', 2026. (SCI, CCF B)

'''34.'''''  '''''IMPERIAL: An Implicit Personality Enhanced Hierarchical LLM Framework for Emotion Recognition in Conversation'''[[https://ieeexplore.ieee.org/abstract/document/11593162 PDF]][[https://github.com/jncsnlp/IMPERIAL CODE]]

'''Lu H''', Cong R, Fang W.

'''IEEE Transactions on Affective Computing''', 2026. (SCI, CCF B)

'''33.'''''  '''''Don't Judge From a Single Perspective: LVLM-Based Multiview Multimodal Fake News Detection'''[[https://ieeexplore.ieee.org/document/11543470 PDF]][[https://github.com/jncsnlp/MV-MFND CODE]]

'''Lu H''', Tang B, Liu X, Zhan Q, Fan C, Fang W.

'''IEEE Transactions on Computational Social Systems''', 2026. (SCI, CCF C)

'''32.'''''  '''''SF-QC: Explore the Selection Bias of Large Language Models in Zero-Shot Out-of-Distribution Intent Detection'''[[https://ieeexplore.ieee.org/document/11523681 PDF]][[https://github.com/jncsnlp/SF-QC CODE]]

'''Lu H''', Liu X, Zhang J, Fan C, Fang W.

'''IEEE Transactions on Computational Social Systems''', 2026. (SCI, CCF C)

'''31.'''''  '''''Break fake frontiers: A triple-knowledge approach to multi-domain fake news detection'''[[https://www.sciencedirect.com/science/article/pii/S0306457326000415?dgcid=author PDF]]

Liu X, Liu C, Yu A, Tang B, Cao Z, Long Z, Su R, '''Lu H'''.

'''Information Processing and Management''', 2026, 63(5), 104649. (SCI, CCF B)

'''30.''''' '''''PERStance: Personality-guided enhanced multimodal stance detection'''[[https://www.sciencedirect.com/science/article/pii/S0306457325005345?dgcid=author PDF]][[https://github.com/jncsnlp/PERStance CODE]]

Geng G, Zhan Q, '''Lu H'''.

'''Information Processing and Management''', 2026, 63(4), 104593. (SCI, CCF B)

'''29.'''''  '''''Diversity-based adaptive differential evolution algorithm for multimodal optimization problems'''

Li C, Zhai Y, Palade V, Fang W, '''Lu H''', Mao L, Sun J.

'''Swarm and Evolutionary Computation''', 2025, 93, 101869. (SCI)

'''28.'''''  '''''R''''''umor detection for emergency events via few-shot ensembled prompt learning'''[[https://link.springer.com/article/10.1007/s10844-025-00944-6 PDF]][[https://github.com/jncsnlp/EPT/ CODE]]

Su C, Zhou J, Jiang Z, Zhu S, Li C, Fang W, '''Lu H'''.

'''Journal of Intelligent Information Systems''', 2025. (SCI, CCF C)

'''27. MuSIA: Exploiting multi-source information fusion with abnormal activations for out-of-distribution detection'''[[https://www.sciencedirect.com/science/article/pii/S0893608025003065 PDF]][[https://github.com/jncsnlp/MuSIA CODE]]

'''Lu H''', Guo X, Jiang W, Fan C, Du Y, Shao Z, Fang W, Wu X.

'''Neural Networks''', 2025, 188, 107427. (SCI, CCF B)

'''26. A novel efficient bi-objective evolutionary algorithm for frequent and high utility itemsets mining'''[[https://link.springer.com/article/10.1007/s12293-025-00437-7 PDF]]

Ma L, Li C, '''Lu H''', Fang W, Lin J.

'''Memetic Computing''', 2025, 117(4). (SCI)

'''25. ''''''K'''nowledge-guided prompt-based continual learning: Aligning task-prompts through contrastive hard negatives[[https://www.sciencedirect.com/science/article/abs/pii/S0950705125000577?via=ihub PDF]][[https://github.com/jncsnlp/KG-Prompt CODE]]

'''Lu H''', Lin L, Fan C, Wang C, Fang W, Wu X.

'''Knowledge based Systems''', 2025, 310, 113009. (SCI, CCF C)

'''24. '''Enhancing few-shot out-of-distribution intent detection by reducing attention misallocation[[https://www.sciencedirect.com/science/article/pii/S0925231225002267 PDF]][[https://github.com/jncsnlp/LiVaS CODE]]

'''Lu H''', Zhang J, Du Y, Xia C, Wang C, Fang W, Wu X.

'''Neurocomputing''', 2025, 626, 129554. (SCI, CCF C)

'''23. '''A novel span-based Knowledge-enhanced framework for aspect sentiment triplet extraction[[https://www.sciencedirect.com/science/article/abs/pii/S0925231224019167?via=ihub PDF]][[https://github.com/jncsnlp/Sken CODE]]

'''Lu H''', Cong R, Nie W, Liu T, Fang W.

'''Neurocomputing''', 2025, 619, 129145. (SCI, CCF C)

'''22.'''''' QAIE: LLM-based Quantity Augmentation and Information Enhancement for Few-Shot Aspect-Based Sentiment Analysis'''[[https://www.sciencedirect.com/science/article/pii/S0306457324002760?dgcid=author PDF]][[https://github.com/jncsnlp/QAIE-ABSA CODE]]

'''Lu H''', Liu T, Cong R, Yang J, Gan Q, Fang W, Wu X.

'''Information Processing and Management''', 2025, 62(1), 103917. (SCI, CCF B)

'''21. 基于提示调优的中文上位词发现'''[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eLxAPdwbfm1kBvmlVcn-fjmcDb1YXdxaSTyjEQvhI9WxzcPXShCSA6EE0_Oxipn9w_Z7g9NZ-nJGGqf7Z1YAsy6vy-tE0JOr3IQzBNpVJ2Uc1fn3lLc_ZTWLNcr0WQVUUODnYccvfL_w4NEFrsy2XWApTnK01bd6BUL5L4y6Rjk-A==&uniplatform=NZKPT&language=CHS Chinese Version]][[https://github.com/jncsnlp/ProCHD CODE]]

周俊康, '''陆恒杨''', 刘哲 和方伟

'''中文信息学报''', 2025, 39(05): 11-21.

'''20'''. 社交媒体谣言检测：方法、挑战与趋势[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eJa59jPpMGpoIO-M18PjFLCj23Ljxf4M-m1U7xK5KHwylbZ4DtIHC3WiLCAgB4IdCNNeC94K3MXbCxkES1zSIu_toBWjmkR_ioKWghh-64Vlbk0gwhcMmn5MejYz8PHKXQuztqGL3vPTgwQIIYZNRMiY2h1c7bftXJwGY6TfBRfTw==&uniplatform=NZKPT&language=CHS Chinese Version]]

刘鑫楠, 洪鑫宇, 曹振洋, 李荣荣, 王子硕, 周俊康, 唐斌和 '''陆恒杨'''

'''计算机工程与应用''', 2025, 61(11): 31-50.

'''19. A machine learning model based on CHAT-23 for early screening of autism in Chinese children'''[[https://www.frontiersin.org/journals/pediatrics/articles/10.3389/fped.2024.1400110/full?utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field&journalName=Frontiers_in_Pediatrics&id=1400110 PDF]]

'''Lu H''', Zhang H, Zhong Y, Meng X, Zhang M, Qiu T

'''Frontiers in Pediatrics''', 2024, 12. (SCI)

'''18. GPU-Based Efficient Parallel Heuristic Algorithm for High-Utility Itemset Mining in Large Transaction Datasets'''[[https://ieeexplore.ieee.org/document/10167780/ PDF]]

Fang W, Jiang H, '''Lu H''', Sun J, Wu X, Lin J

'''IEEE Transactions on Knowledge and Data Engineering''', 2024, 36(2): 652-667. (CCF A)

'''17. 结合扩散模型图像编辑的图文检索后门攻击'''[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eKyg_4-McAS46_YLw6ne6m3HHk82IXzd9tgZQGMqqNIUeqrf5ucjHp8mm_bKRG0Uij7uHoykvhQKUglvjAviipMBZFtzxTlRePGXGN0uIq5hADM9aoxJoRZ3icN3DACbhQxGg2HrEoe1eJfu7w10szbN63UoWupuglJ0f8KTNgtEg==&uniplatform=NZKPT&language=CHS Chinese Version]]

杨舜和  '''陆恒杨'''

'''计算机科学与探索''', 2024, 18(04): 1068-1082.

'''16. Mutual Information-Guided GA for Bayesian Network Structure Learning'''[[https://ieeexplore.ieee.org/abstract/document/9940608 PDF]]

Yan K, Fang W, '''Lu H''', Zhang X, Sun J, Wu X

'''IEEE Transactions on Knowledge and Data Engineering''', 2023, 35(8): 8282-8299. (CCF A)

15.'' '''''Think More Ambiguity Less: A Novel Dual Interactive Model with Local and Global Semantics for Chinese Named Entity Recognition'''[[https://dl.acm.org/doi/10.1145/3583685 PDF]]

Jia Y, Fang W, '''Lu H'''

'''Transactions on Asian and Low-Resource Language Information Processing''', 2023, 22(6):1-21.

'''14. Advances and applications of machine learning and intelligent optimization algorithms in genome-scale metabolic network models'''[[https://link.springer.com/content/pdf/10.1007/s43393-022-00115-6.pdf PDF]]

Bai L, You Q, Zhang C, Sun J, Liu L, '''Lu H''', Chen Q

'''Systems Microbiology and Biomanufacturing''', 2022.

'''13. High-utility itemsets mining based on binary particle swarm optimization with multiple adjustment strategies'''[[https://www.sciencedirect.com/science/article/abs/pii/S1568494622003684 PDF]]

Fang W, Zhang Q, ''' Lu H''', Lin J

'''Applied Soft Computing''', 2022. (SCI)

'''12. A deep neural networks-based fusion model for COVID-19 rumor detection from online social media'''[[https://www.emerald.com/insight/content/doi/10.1108/DTA-06-2021-0160/full/html LINK]]

'''Lu H*''', Yang J, Fang W, Song X, Wang C

'''Data Technologies and Applications''', 2022, 56(5): 806-824. (SCI)

'''11. 面向网络社交媒体的少样本新冠谣言检测'''[[http://jcip.cipsc.org.cn/CN/abstract/abstract3255.shtml Chinese Version]][[https://github.com/jncsnlp/COVID-RUMOR-SINA-WEIBO Data]]

'''陆恒杨''', 范晨悠 和吴小俊

'''中文信息学报''', 2022, 36(1): 135-144.

10.'' '''''LAMB: A novel algorithm of label collaboration based multi-label learning '''[https://content.iospress.com/download/intelligent-data-analysis/ida215946?id=intelligent-data-analysis/ida215946 [PDF]]

Zhang Y, Zhang Z, Chen M, '''Lu H''', Zhang L, Wang C

'''Intelligent Data Analysis''', 2022, 26(5): 1229-1245.

9.'' '''''Learning transferable and discriminative features for unsupervised domain adaptation '''[[https://content.iospress.com/download/intelligent-data-analysis/ida215813?id=intelligent-data-analysis/ida215813 PDF]]

Du Y, Zhang R, Zhang X, Yao Y, '''Lu H''', Wang C *

'''Intelligent Data Analysis''', 2022, 26(2): 407-425.

'''8. One for “All”: A unified model for fine-grained sentiment analysis under three tasks '''[[https://peerj.com/articles/cs-816/ LINK]][[https://github.com/jncsnlp/MEABSA DATA]]

'''Lu H''', Yang J *, Hu C, Fang W

'''PeerJ Computer Science''', 2021, 7: e816. (SCI)

'''7. A novel few-shot learning based multi-modality fusion model for COVID-19 rumor detection from online social media'''[[https://peerj.com/articles/cs-688/ LINK]][[https://github.com/jncsnlp/FSL-Multimodal-Rumor-Detection CODE]]

'''Lu H *''', Fan C, Song X, Fang W

'''PeerJ Computer Science''', 2021, 7: e688. (SCI)

6.'' '''''SenU-PTM: a novel phrase-based topic model for short-text topic discovery by exploiting word embeddings'''[[https://www.emerald.com/insight/content/doi/10.1108/DTA-02-2021-0039/full/html PDF]]

'''Lu H *''', Zhang Y, Du Y

'''Data Technologies and Applications''', 2021, 55(5): 643-660. (SCI)

5.'' '''''Polysemy Needs Attention: Short-Text Topic Discovery With Global and Multi-Sense Information'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9328428 PDF]]

'''Lu H *''', Yang J, Zhang Y, Li Z

'''IEEE ACCESS''', 2021, 9: 14918-14932. (EI, SCI)

4.'' '''''What is Discussed about COVID-19: A Multi-Modal Framework for Analyzing Microblogs from Sina Weibo without Human Labeling'''[[http://www.techscience.com/cmc/v64n3/39439 PDF]]

'''Lu H *''', Lou Y, Jin B, Xu M

'''CMC-Computers, Materials & Continua''', 2020, 64(3): 1453-1471. (EI, SCI)

3.'' '''''Multi-Entity Aspect-Based Sentiment Analysis with Context, Entity, Aspect Memory and Dependency Information'''[[http://delivery.acm.org/10.1145/3330000/3321125/a47-yang.pdf?ip=202.119.43.169&id=3321125&acc=ACTIVE%20SERVICE&key=BF85BBA5741FDC6E.180A41DAF8736F97.4D4702B0C3E38B35.4D4702B0C3E38B35&__acm__=1558587505_d17bf4245aab407c265d114347e5187b PDF]]

Yang J, Yang R, '''Lu H''', Wang C, Xie J

'''Transactions on Asian and Low-Resource Language Information Processing''', 2019, 18(4):

'''Transactions on Asian and Low-Resource Language Information Processing''', 2019, 18(4). (EI, SCI)

2.'' '''''Util''''''izing Recurrent Neural Network for Topic Discovery in Short Text Scenarios'''[[https://content.iospress.com/download/intelligent-data-analysis/ida183842?id=intelligent-data-analysis/ida183842 PDF]]

'''Lu H''', Kang N, Li Y, Zhan Q, Xie J, Wang C *

'''Intelligent Data Analysis''', 2019, 23(2): 259-277. (EI, SCI)

~~·~~'~~' ~~''~~'''Util''''''izing Recurrent Neural Network for Topic Discovery in Short Text Scenarios~~'''[[~~https~~://~~content~~.~~iospress~~.~~com~~/~~download~~/~~intelligent-data-analysis~~/~~ida183842~~?id=~~intelligent~~-~~data-analysis/ida183842 PDF~~]]

'''1. 一种基于相关性特征融合的乳腺图像感兴趣区域检测方法'''[[http://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2016&filename=NJDZ201601022&uid=WEEvREdxOWJmbC9oM1NjYkZCbDdrdXdUVU15NmEzQUxJOGhUaE5uNkZHZDk=$R1yZ0H6jyaa0en3RxVUd8df-oHi7XMMDo7mtKT6mSmEvTuk11l2gFA!!&v=MTY3NzRxVHJXTTFGckNVUkxPZlp1WnBGeXprVUwzTkt5ZlBkTEc0SDlmTXJvOUhab1I4ZVgxTHV4WVM3RGgxVDM= Chinese Version]]

'''~~Lu H~~''', ~~Kang N, Li Y, Zhan Q, Xie J, Wang C   ~~

'''陆恒杨''', 李宁 * 和谢俊元

'''~~Intelligent Data Analysis~~''', ~~2019~~, 23(2): ~~259~~-~~277~~.

'''南京大学学报（自然科学）''', 2016, 52(1): 194-202. (CSCD)

'''~~· A Region of Interest Detection Method for Mammography based on Multi-cue Feature Integration~~'''[[http://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2016&filename=NJDZ201601022&uid=WEEvREdxOWJmbC9oM1NjYkZCbDdrdXdUVU15NmEzQUxJOGhUaE5uNkZHZDk=$R1yZ0H6jyaa0en3RxVUd8df-oHi7XMMDo7mtKT6mSmEvTuk11l2gFA!!&v=MTY3NzRxVHJXTTFGckNVUkxPZlp1WnBGeXprVUwzTkt5ZlBkTEc0SDlmTXJvOUhab1I4ZVgxTHV4WVM3RGgxVDM= Chinese Version]]

'''Patents'''

'''~~Lu H~~'''~~, Li N and Xie J~~

'''9.''''''一阶向量与二阶多向量联合训练的时态知识图谱嵌入方法'''，'''陆恒杨'''，于浩坤，徐天阳，李超，方伟，孙俊，吴小俊，ZL202311383741.8

'''~~Journal of Nanjing University: Nat Sci Ed~~''', ~~2016~~, ~~52(~~1): ~~194~~-~~202.~~

申请日：2023年10月24日；授权公告日：2026年08月18日

'''8.''''''一种基于大语言模型的少样本细粒度情感分析方法'''，'''陆恒杨'''，刘天赐，朱书伟，李超，孙俊，方伟，吴小俊，ZL202410919788.X

申请日：2024年07月10日；授权公告日：2025年10月03日

'''7.''''''一种中文上位词检索方法及装置'''，'''陆恒杨'''，周俊康，刘哲，方伟，孙俊，吴小俊，ZL202310214059.X

申请日：2023年03月07日；授权公告日：2024年07月12日

'''6.一种长尾分布场景下的方面类别识别方法及系统'''，'''陆恒杨'''，方伟，聂玮，孙俊，吴小俊，ZL202111681644.8

申请日：2021年12月30日；授权公告日：2024年04月02日

'''5.TEXT CLASSIFICATION BACKDOOR ATTACK PREDICTION METHOD, SYSTEM, AND DEVICE'''，'''Hengyang Lu'''，Chenyou Fan，Wei Fang，Jun Sun，Xiaojun Wu，US011829474B1

申请日：2023年07月21日；授权日：2023年11月28日

'''4.一种基于扩散模型的图文检索后门攻击方法、装置及设备'''，'''陆恒杨'''，杨舜，方伟，孙俊，吴小俊，ZL202310821656.9

申请日：2023年07月06日；授权公告日：2023年10月13日

'''3.文本中多义性单词的标注方法、设备、处理器和存储介质 '''，'''陆恒杨'''，黄渊卓，方伟，ZL202110270079.X

申请日：2021年03月12日；授权公告日：2023年1月6日

'''2.基于元学习及深度学习的少样本社交媒体谣言检测方法'''，'''陆恒杨'''，范晨悠，杨舜，吴小俊，ZL202110770088.5

申请日：2021年07月07日；授权公告日：2022年12月9日

'''1.一种文本分类后门攻击方法、系统及设备'''，'''陆恒杨'''，周俊康，胡聪，方伟，吴小俊，ZL202210233023.1

申请日：2022年03月29日；授权公告日：2022年11月8日

'''Fundings'''

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*2020/01/01-2021/12/31，基于短文本的主题模型研究</span~~></font~~>

7. 中国博士后科学基金（面上项目），2022M711360，2022

  ~~&nbsp~~; ~~&nbsp~~; ~~&nbsp~~; ~~&nbsp~~; ~~the Fundamental Research Funds for the Central Universities [No~~. ~~JUSRP12021]~~

6. 国家自然科学基金（青年基金），面向社交媒体的跨模态图文检索研究，62002137，2021/01-2023/12

5. 国家重点研发计划（课题子任务），全细胞数字模型设计工具与优化算法开发，2020YFA0908303，2020/11-2025/09

4. 江苏省双创博士，2020/09/01-2022/09/01

3. 计算机软件新技术国家重点实验室（开放课题），基于细粒度特征的跨模态图文检索研究，KFKT2020B02，2020/06/01-2022/05/31

2. 福建省信息处理与智能控制重点实验室（闽江学院）（开放基金），面向社交媒体的主题挖掘研究，MJUKF-IPIC202011，2020/06/01-2022/05/31

1. 江南大学基本科研计划（青年基金），基于短文本的主题模型研究，JUSRP12021，2020/01/01-2021/12/31

'''Professional Activities'''

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*Reviewer of Complexity, ~~Journal~~

'''Journal'''

*~~Reviewer~~ of ~~IEEE Access~~, ~~Journal~~

*Reviewer of ~~MBR~~ (~~Multivariate Behavioral Research~~), ~~Journal~~

*Information Processing and Management, Editorial Board Member

*~~Reviewer~~ of ~~KAIS~~ (~~Knowledge and Information Systems~~)~~, Journal~~

*Reviewer of IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Transactions on Knowledge and Data Engineering, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Multimedia, IEEE Transactions on Information Forensics and Security, IEEE Transactions on Computational Social Systems, IEEE Transactions on Affective Computing, IEEE Transactions on Audio, Speech and Language Processing, ACM Computing Surveys, Information Processing and Management, SCIENCE CHINA Information Sciences, Frontiers of Computer Science,  Knowledge and Information Systems, Applied Intelligence, Journal of Computational Social Science, Cybernetics and Systems, Peer J Computer Science, Complexity, IEEE Access, Multivariate Behavioral Research

*~~Dec 13~~, ~~2018~~: Session Chair of 'Word, text and document processing' in ICONIP 2018, ~~Siem Reap, Cambodia~~

'''Conference'''

*PC member of AAAI 2021, 2026, ECAI 2023, CVPR 2024-2025

*Reviewer of ACM MM 2026, KSEM 2023, ACML 2024, ICONIP 2024, PRCV 2025, BMVC 2026, NLPCC 2026

'''Others'''

*CNCC 2025 论坛主席（从识别到生成，智能交互离真情实感还有多远？）

*ACIS (ASIA COMPUTATIONAL INTELLIGENCE SOCIETY) Member

*CCF Yocsef Suzhou, AC Member

*Registration Chair of VALSE 2023, Conference (视觉与学习青年学者研讨会)

*Session Chair of 'LLM1' in PRICAI 2024, Conference

*Session Chair of 'Word, text and document processing' in ICONIP 2018, Conference

'''Teaching'''

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*Introduction to Artificial Intelligence. (for undergraduate students. ~~Spring~~, 2020)

*Principle of Compiler. (for undergraduate students of CS Dept. Fall, 2019-2021, Spring, 2023-2026)

*Introduction to ~~C++ Programming~~. (for undergraduate students. Spring, 2020)

*Course Design of Principle of Compiler. (for undergraduate students of CS Dept. Summer, 2023-2026)

*~~Principle of Compiler~~. (for undergraduate students. ~~Fall~~, ~~2019~~)

*Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-2026)

*Mathematical Logic. (assistant, for undergraduate students. Spring, 2016)

*Introduction to Smart City Technology. (for undergraduate students of CS Dept. Fall, 2025-2026)

*Introduction to Java Programming. (assistant, for undergraduate students. Fall, 2014)

*Computer Ethics. (for undergraduate students of CS Dept. Spring, 2022-2024)

*Frontier Course in Computer Science. (for undergraduate students of CS Dept. Fall, 2023)

*Machine Learning. (for undergraduate students of CS Dept. Fall, 2022)

*Programming II (Python). (for undergraduate student of AI Dept. Fall, 2022)

*Course Design of Artificial Intelligence. (for undergraduate students of CS Dept. Summer, 2020, 2021)

*Introduction to Artificial Intelligence. (for undergraduate students of CS Dept. Spring, 2020-2022)

*Introduction to C++ Programming. (for undergraduate students of CS Dept. Spring, 2020)

*Mathematical Logic. (assistant, for undergraduate students of CS Dept. Spring, 2016)

*Introduction to Java Programming. (assistant, for undergraduate students of CS Dept. Fall, 2014)

'''Students'''

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'''Graduate'''

2026

Jia-heng Liu 刘嘉恒, Jia-hui Li 李家辉, Yu-ting Peng 彭玉婷, Shang-hui Chang 常尚辉

2025

Chen Su 苏晨, Guoqi Geng 耿国淇, Yening Yang 杨晔宁, Zhijie Liu 刘智杰, Hao Tu涂昊, Haoyu Chen 陈昊禹

2024

Jun-jie Zheng 郑俊杰，Xinyi Liu 刘新宜，Yunfan Jiang 姜云帆，Yang Gao 高杨，Jing-jing Zhao 赵箐箐

2023

Rui Cong 丛瑞（小米），Ji-peng He 何纪芃（潜空间具身智能），Xing-tong Liu 刘欣桐（讯飞），Xin Guo 郭鑫（小米），Bin Tang 唐斌（苏州华启智能），Yi-yang Sung 宋易洋

2022

Xiao-fei Li 李晓菲（无锡先进技术研究院），Tian-ci Liu 刘天赐（北京市金杜（无锡）律师事务所），Hao-kun Yu 于浩坤（浙江三生蔓迪药业有限公司），Yi Zhong 钟椅（九方科技），Long-kang Lin 林龙康（厦门大学，读博），Jia-ming Zhang 张家铭（华南师范大学，读博）

2021

Jun-kang Zhou 周俊康 (Co-supervised with Prof. Wei Fang，小米)

2020

Shun Yang 杨舜 (Co-supervised with Prof. Xiaojun Wu，小米)，

Wei Nie 聂玮 (Co-supervised with Prof. Wei Fang，人民银行)，Yue Jia 贾玥(Co-supervised with Prof. Wei Fang，满运)

'''Undergraduate'''

2022

Xinnan Liu 刘鑫楠（南京理工大学 保研），Jiaheng Liu 刘嘉恒（江南大学读研）

2021

Chen Su 苏晨（江南大学保研）， Guoqi Geng 耿国淇（江南大学保研）

2020

Zirui Li 李子睿（北京大学直博），Xinyi Liu 刘新宜（江南大学保研），Yunfan Jiang 姜云帆（江南大学读研），Xiangyu Meng 孟祥瑜（湖南大学保研）

2019

Jiayin Wei 位佳茵 (东南大学保研)

2018

Shihao Weng 翁诗浩 (南京大学保研)，Wenchang Liu 刘文昌 (东南大学读研)，Yumeng Liu 刘雨萌 (苏州大学保研)，Yuanzhuo Huang 黄渊卓

'''Thesis Defense'''

*June, 2026: 丛瑞，郭鑫，刘欣桐，唐斌，宋易洋，何纪芃. 6名硕士生通过答辩. 刘鑫楠，樊旭，刘嘉恒，李佳骏，马凯，赵雪，牛沐曦. 7名本科生通过答辩.

*June, 2025: 刘天赐，林龙康，张家铭，钟椅，于浩坤，李晓菲. 6名硕士生通过答辩. 苏晨（校优），郑力澜（校优），耿国淇，史传正，黄小亮，刘新月. 6名本科生通过答辩.

*June, 2024: 周俊康. 1名硕士生通过答辩. 马力（省优、校优），孟祥瑜，庞新媛，姜云帆，刘新宜，张文俊，王效禹. 7名本科生通过答辩.

*June, 2023: 刘裕勇（校优），朱渝，位佳茵，宋易洋，张超，王海彤，黄晓霞，孙拓，Abdulkadir Duran Adan. 8名本科生、1名留学生通过答辩.

*Dec,  2023: 杨舜. 1名硕士生通过答辩.

*June, 2022: 翁诗浩（校优），刘雨萌，刘文昌，黄渊卓，余江明，邱国容，毕乾祥，何纪芃，Kaiyr Galymzhan. 8名本科生、1名留学生通过答辩.

*June, 2021: 满建涛，张达斌，张震，张辰，马樊城，姜彤. 6名本科生通过答辩.

*June, 2020: 杨朔（校优），陈洋，石慧，张印奎，王鹏程. 5名本科生通过答辩.

'''News of Students'''

*'''Sep, 2026: one paper of Yun-fan Jiang has been accepted by 《IEEE Transactions on Affective Computing》, SCI (IF 11.3), Rank: CCF-B'''

*Aug, 2026: one paper of Yang Gao has been accepted by NLPCC, Rank: CCF-C. 研究生赵箐箐的一篇论文被《计算机科学与探索》录用, Rank: CCF-T2. one paper of Xinyi Liu has been accepted by PRICAI-26, Rank: CCF-C

*'''July, 2026:  one paper of Jipeng He has been accepted by ACM MM, Rank: CCF-A.'''

*'''June, 2026: one paper of Rui Cong has been accepted by 《IEEE Transactions on Affective Computing》, SCI (IF 11.3), Rank: CCF-B'''

*May, 2026: one paper of Bin Tang has been accepted by 《IEEE Transactions on Computational Social Systems》, SCI (IF 4.9), Rank: CCF-C

*Apr, 2026: one paper of Xinyi Liu has been accepted by 《IEEE Transactions on Computational Social Systems》, SCI (IF 4.9), Rank: CCF-C

*Jan, 2026: one paper of Xinnan Liu has been accepted by 《Information Processing & Management》, SCI (IF 6.9), Rank: CCF-B

*Dec, 2025: one paper of Guoqi Geng has been accepted by 《Information Processing & Management》, SCI (IF 6.9), Rank: CCF-B

*'''Nov, 2025:  one paper of Xin Guo has been accepted by AAAI, Rank: CCF-A.'''

*Nov, 2025: 研究生郭鑫荣获国家奖学金

*Oct, 2025: one paper of Xintong Liu has been accepted by ACM MM Asia, Rank: CCF-C.

*Aug, 2025: one paper of Yiyang Sung has been accepted by PRCV, Rank: CCF-C.

*April, 2025: one paper of Chen Su (undergraduate student) has been accepted by 《Journal of Intelligent Information Systems》, SCI (IF 2.3), Rank: CCF-C.

*April, 2025: one paper of Yi Zhong have been accepted by IJCNN-25, Rank: CCF-C

*March, 2025: one paper of Xin Guo has been accepted by 《Neural Networks》, SCI (IF 6), Rank: CCF-B.

*Jan, 2025: one paper of Long-kang Lin has been accepted by 《Knowledge based Systems》, SCI (IF 7.2), Rank: CCF-C. one paper of Jia-ming Zhang has been accepted by 《Neurocomputing》, SCI (IF 5.5), Rank: CCF-C

*Dec, 2024: 研究生刘欣桐荣获江南大学2024年“小米奖学金”

*Dec, 2024: one paper of Rui Cong has been accepted by 《Neurocomputing》, SCI (IF 5.5), Rank: CCF-C

*Nov, 2024: 本科生刘鑫楠等的一篇论文被《计算机工程与应用》录用，Rank: CCF-T2

*Oct, 2024: one paper of Tian-ci Liu has been accepted by 《Information Processing & Management》, SCI (IF 7.4), Rank: CCF-B

*Aug, 2024: two papers of Haokun Yu and Xiaofei Li have been accepted by PRICAI-24, Rank: CCF-C

*July, 2024: 本科生姜云帆参加SigHan-2024评测论文被录用

*March, 2024: 本科生刘新宜参加SemEval-2024评测论文被录用

*Nov, 2023: 研究生周俊康荣获江南大学2023年“小米奖学金”

*July, 2023: 研究生杨舜的一篇论文被《计算机科学与探索》录用, Rank: CCF-T2

*Feb, 2023: one paper of Yue Jia has been accepted by TALLIP, Rank: CCF-C

*Jan, 2023: 研究生周俊康的一篇论文被《中文信息学报》录用, Rank: CCF-T1

*Aug, 2022: one paper of Wei Nie has been accepted by PRICAI-22, Rank: CCF-C

'''Competitions'''

*2026年全国大学生计算机系统能力大赛-编译系统设计赛-编译系统挑战赛全国总决赛，三等奖。'''陆恒杨'''（指导老师）

*2025年第七届全球校园人工智能算法精英大赛省级选拔赛算法挑战赛赛道“基于图书借阅数据的用户潜在借阅预测推荐”，二等奖。李雨芊，周新蕊，杨玲，'''陆恒杨'''（指导老师）

*2025年第七届全球校园人工智能算法精英大赛省级选拔赛算法挑战赛赛道“基于AI的智能旅行规划”，二等奖。姜云帆，刘新宜，高杨，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛全国总决赛Python程序设计研究生组，二等奖。何纪芃，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛全国总决赛C/C++程序设计研究生组，三等奖。郑俊杰，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，一等奖。何纪芃，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区C/C++程序设计研究生组，一等奖。郑俊杰，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区C/C++程序设计大学A组，二等奖。魏征征，'''陆恒杨'''（指导老师）

*2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。刘欣桐，'''陆恒杨'''（指导老师）

*2024全国大学生计算机系统能力大赛-智能计算创新设计赛（先导杯）全国总决赛，三等奖。王天宇，程龙，祝毅杰，杨梓，'''陆恒杨'''（指导老师）

*2024全国大学生计算机系统能力大赛编译系统设计赛（华为毕昇杯）全国总决赛功能挑战赛道，二等奖。杨梓，刘飞，程汉，丁海峰，'''陆恒杨'''（指导老师）

*2024年江苏大学生创新大赛高教主赛道，三等奖。张理想，任远真，唐湘宜，赵亮，洪书颖，郭若彤，杨润东，吴杰，陈艺，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，一等奖。谢炳炎，张家铭，任硕研，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，二等奖。宋易洋，唐斌，郭鑫，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，二等奖。刘欣桐，丛瑞，何纪芃，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，三等奖。李文杰，刘豫龙，董万里，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。刘欣桐，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。于浩坤，'''陆恒杨'''（指导老师）

*2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。李晓菲，'''陆恒杨'''（指导老师）

*2023年第六届开源创新大赛“开源案例教学赛道-特色化开源案例教学赛”二等奖。'''陆恒杨'''，何纪芃，丛瑞，杨茜茹

*2023年第十四届蓝桥杯大赛专项赛暨首届“元境杯”元宇宙创想+数字内容创作大赛平面创意赛道（学生组），全国三等奖。刘鑫楠，王子硕，洪鑫宇，曹振洋，'''陆恒杨'''（指导教师）

*2023年第十四届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，二等奖。赵雅苹，'''陆恒杨'''（指导老师）

*2022年第十届全国大学生数字媒体科技作品及创意竞赛全国总决赛，三等奖。谭懿唯，韩茜，李子睿，张之涵，李鑫然，'''陆恒杨'''（指导教师），代成龙

*2021, ICPC Regionals (Jinan Site), Bronze Medal. Zhu Wentao, Zhu Yu, Wang Lei, '''Lu Hengyang''' (coach)

'''Personal Interests'''

Lhy（留言 | 贡献）

导航菜单

@@ 第1行： / 第1行： @@
-*Heng-Yang Lu @ NJUCS, hylu@smail.nju.edu.cn
+*Heng-Yang Lu @ JNUCS and NJUCS, hylu[at]smail.nju.edu.cn and luhengyang[at]jiangnan.edu.cn
 ----
-{| border="0" cellpadding="1" cellspacing="1" style="height: 250px; width: 876px;"
+{| border="0" cellpadding="1" cellspacing="1" style="height: 250px; width: 910px;"
 |-
 | style="width: 344px;" |
@@ 第11行： / 第11行： @@
 [[File:2017.jpg|x200px|2017.jpg]]
-| style="width: 519px;" |
+| style="width: 550px;" |
-<span style="font-size:xx-large;">陆恒杨 Heng-Yang Lu</span>
+<span style="font-size:xx-large;">陆恒杨 Heng-yang Lu</span>
-<span style="font-size:larger;">Ph.D. Candidate @ IIP&nbsp;Group from 2014-2019<br/> Department of Computer Science and Technology<br/> National Key Laboratory for Novel Software Technology<br/> Nanjing University</span>
+<span style="font-size:larger;">'''Currently '''@ School of Artificial Intelligence and Computer Science<br/> Jiangnan University</span>
+<span style="font-size:larger;">Associate Professor&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; @ JNU&nbsp;from 2022-now</span><br/> <span style="font-size:larger;">Postdoc&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; @ JNU&nbsp;from 2020-now<br/> Ph.D. Candidate&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;@ IIP Group from 2014-2019</span><br/> <span style="font-size:larger;">Department of Computer Science and Technology<br/> National Key Laboratory for Novel Software Technology<br/> Nanjing University</span>
 |}
@@ 第22行： / 第24行： @@
 ----
-<span style="font-size:large;"><span style="color:#000000;">Professor Jun-Yuan Xie and&nbsp;</span></span><span style="font-size:large;"><span style="color:#000000;">Professor Chong-Jun Wang</span></span>
+*<span style="font-size:large;"><span style="color:#000000;">Postdoc&nbsp;Supervisor:&nbsp; Professor Xiao-jun Wu</span></span>
+*<span style="font-size:large;"><span style="color:#000000;">Ph.D.&nbsp; &nbsp; &nbsp; Supervisor:&nbsp; Professor Jun-Yuan Xie and&nbsp;</span></span><span style="font-size:large;"><span style="color:#000000;">Professor Chong-Jun Wang</span></span>
 <span style="color:#c0392b;">'''<span style="font-size:x-large;">Biography</span>'''</span>
@@ 第28行： / 第31行： @@
 ----
-<span style="font-size:large;">I&nbsp;received my B.Sc. degree in the Department of Computer Science and Technology of Nanjing University in June 2014.&nbsp;I was a Ph.D. candidate at IIP group in&nbsp;the Department of Computer Science and Technology&nbsp;at Nanjing University,&nbsp;led by professor Jun-Yuan Xie and Chong-Jun Wang. I received my Ph.D. degree in June 2019.&nbsp;I was also one of the members of the international branches of&nbsp;[https://hpi.de/en/research/research-school/international-branches/nanjing-university.html Hasso-Plattner-Institut] from Germany (2016-2019).</span>
+<span style="font-size:large;">I&nbsp;received my B.Sc. degree in the Department of Computer Science and Technology of Nanjing University in June 2014.&nbsp;I was a Ph.D. candidate at IIP group in&nbsp;the Department of Computer Science and Technology&nbsp;at Nanjing University,&nbsp;led by professor Jun-Yuan Xie and Chong-Jun Wang. I received my Ph.D. degree in June 2019.&nbsp;I was also one of the members of the international branches of&nbsp;[https://hpi.de/en/research/research-school/international-branches/nanjing-university.html Hasso-Plattner-Institut] from Germany (2016-2019). I started my postdoc in Jiangnan University from 2020, majoring multi-modal data analysis.</span>
-<span style="font-size:large;">Currently, I am a Lecturer in the&nbsp;School of Artificial Intelligence and Computer Science at Jiangnan University, Wuxi, China.&nbsp;</span>
+<span style="font-size:large;">Currently, I am the&nbsp;Associate Professor in the&nbsp;School of Artificial Intelligence and Computer Science at Jiangnan University, Wuxi, China. I am also a member of the&nbsp;Jiangsu Provincial Engineering Laboratory of Pattern Recognition and Computational Intelligence.</span>
 <span style="color:#c0392b;"><span style="font-size:x-large;">'''Research Interests'''</span></span>
@@ 第38行： / 第41行： @@
 <span style="font-size:large;">I am interested in Multi-modal Data Mining and Natural Language Processing. Currently, I am focusing on the subfields:</span>
-*<span style="font-size:large;">cross-modal retrieval</span>
+*<span style="font-size:large;">Multimodal Information Processing (OOD/CL/NCL)</span>
-*<font size="4">short text mining in online social media</font>
+*<font size="4">Affective Computing (MER/ERC/MSA)</font>
+*<font size="4">Online Social Media Mining</font>
-<span style="font-size:x-large;"><span style="color:#c0392b;">'''Recent News'''</span></span>
+<span style="font-size:x-large;"><span style="color:#c0392b;">'''Recent New'''</span></span><span style="font-size:large;"><span style="color:#c0392b;">'''s'''</span></span>
 ----
-*<span style="font-size:large;">July 1, 2019: I have become a Lecturer at Jiangnan University, check my new [[http://iot.jiangnan.edu.cn/info/1062/4040.htm website]]</span>
+*<span style="font-size:large;">Aug 21-23, 2026: Attend the CCKS 2026, Xi'an, China.</span>
+*<span style="font-size:large;">July&nbsp;31-Aug 2, 2026: Attend the YSSNLP 2026, Lanzhou, China.</span>
+*<span style="font-size:large;">July 10-12, 2026: Attend the CCAC 2026, Wuhan, China.</span>
+*<span style="font-size:large;">Jan 22-26, 2026: Attend the AAAI 2026, Singapore.</span>
+*<span style="font-size:large;">Nov 29-30, 2025: Attend the CECC 2025, Xiamen, China.</span>
+*<span style="font-size:large;">Nov 20-23, 2025: Attend the SMP 2025, Wuhan, China.</span>
+*<span style="font-size:large;">Nov 8, 2025: Attend the CCF NLP战略研讨会, Suzhou, China.</span>
+*<span style="font-size:large;">Nov 1-3, 2025:&nbsp;Attend the LMG 2025, Chengdu, China.</span>
+*<span style="font-size:large;">Oct 22-25, 2025: Attend the CNCC 2025, Harbin, China.</span>
+*<span style="font-size:large;">Sep 19-21, 2025: Attend the CSIG青年科学家会议 2025, Qingdao, China.</span>
+*<span style="font-size:large;">Aug 8-10, 2025: Attend the NLPCC 2025,&nbsp;Urumqi, China.</span>
+*<span style="font-size:large;">Aug 4-6, 2025: Attend 社会智能大会 2025, Lanzhou, China.</span>
+*<span style="font-size:large;">July 18-20, 2025: Attend the CCAC 2025, Chengdu, China.</span>
+*<span style="font-size:large;">June 13-15, 2025: Attend the YSSNLP 2025, Dalian, China.</span>
+*<span style="font-size:large;">Nov 19-24, 2024: Attend the PRICAI 2024, Kyoto, Japan.</span>
+*<span style="font-size:large;">Aug 13-17, 2024: Attend the ACL 2024, Bankok, Thailand.</span>
+*<span style="font-size:large;">May 5-7, 2024:&nbsp;Attend the VALSE 2024, Chongqing, China.</span>
+*<span style="font-size:large;">Oct 26-28, 2023: Attend the CNCC 2023, Shenyang, China.</span>
+*<span style="font-size:large;">July 27-30, 2023: Attend the CCFAI 2023,&nbsp;Urumqi, China.</span>
+*<span style="font-size:large;">June 30, 2023: Attend the CCAC 2023, Xi'an, China.</span>
+*<span style="font-size:large;">June 10-12, 2023: Attend the VALSE 2023, Wuxi, China.</span>
+*<span style="font-size:large;">May 11-14, 2023: Attend the CCIG 2023, Suzhou, China.</span>
+*<span style="font-size:large;">Aug 26-28, 2022: Attend&nbsp;the JSAI 2022, Wuxi, China.</span>
+*<span style="font-size:large;">June, 2022: I have become the Associated Professor&nbsp;at the School of Artificial Intelligent and Computer Science, Jiangnan University.</span>
+*<span style="font-size:large;">July 21-24, 2021: Attend the CCFAI&nbsp;2021, Yantai, China.</span>
+*<span style="font-size:large;">July 10-11, 2021: Attend the CCAC 2021, Beijing, China.</span>
+*<span style="font-size:large;">Nov 6-8, 2020: Attend the MLA 2020, Nanjing, China.</span>
+*<span style="font-size:large;">Oct 22-24, 2020: Attend the CNCC 2020, Hangzhou, China.</span>
+*<span style="font-size:large;">April 1, 2020: I have joined the School of Artificial Intelligent and Computer Science, Jiangnan University.</span>
+*<span style="font-size:large;">July 1, 2019: I have become a Lecturer at the School of Internet of Things, Jiangnan University.</span>
 *<span style="font-size:large;">May 15, 2019: Defend Day! Thanks a lot, my dear supervisors and colleagues!</span>
-*<span style="font-size:large;">Dec 13-16, 2018: Presentation at the 25th ICONIP Conference,&nbsp;Siem Reap, Cambodia</span>
+*<span style="font-size:large;">Dec 13-16, 2018: Presentation at the 25th ICONIP Conference,&nbsp;Siem Reap, Cambodia.</span>
-*<span style="font-size:large;">Nov 20-21, 2018: Presentation at the 7th&nbsp;HPI Research School at NJU Workshop, Nanjing, China</span>
+*<span style="font-size:large;">Nov 20-21, 2018: Presentation at the 7th&nbsp;HPI Research School at NJU Workshop, Nanjing, China.</span>
-*<span style="font-size:large;">Oct 19-21, 2017: Attend the Student Forum of the 10th China-Japan University Presidents Conference, Shenyang, China</span>
+*<span style="font-size:large;">Oct 19-21, 2017: Attend the Student Forum of the 10th China-Japan University Presidents Conference, Shenyang, China.</span>
-*<span style="font-size:large;">Apr 26-28, 2017: Invited talk at the 12th Annual Symposium on Future Trends in SOC, Potsdam, Germany</span>
+*<span style="font-size:large;">Apr 26-28, 2017: Invited talk at the 12th Annual Symposium on Future Trends in SOC, Potsdam, Germany.</span>
-*<span style="font-size:large;">Feb 02-09, 2017: Poster night at the 31st AAAI Conference, San Francisco, USA</span>
+*<span style="font-size:large;">Feb 02-09, 2017: Poster night at the 31st AAAI Conference, San Francisco, USA.</span>
-*<span style="font-size:large;">Nov 07-08, 2016: Presentation and elevator pitch at 5th&nbsp;HPI Research School at NJU Workshop, Nanjing, China</span>
+*<span style="font-size:large;">Nov 07-08, 2016: Presentation and elevator pitch at 5th&nbsp;HPI Research School at NJU Workshop, Nanjing, China.</span>
-*<span style="font-size:large;">Nov 09-11, 2015: Oral talk at the 27th ICTAI Conference, Vietri Sul Mare, Italy</span>
+*<span style="font-size:large;">Nov 09-11, 2015: Oral talk at the 27th ICTAI Conference, Vietri Sul Mare, Italy.</span>
-*<span style="font-size:large;">Aug 16-18, 2015: Oral talk at the 15th CCML Conference, Chengdu, China</span>
+*<span style="font-size:large;">Aug 16-18, 2015: Oral talk at the 15th CCML Conference, Chengdu, China.</span>
 <span style="font-size:x-large;"><span style="color:#c0392b;">'''Awards'''</span></span>
@@ 第60行： / 第93行： @@
 ----
+*<span style="font-size:large;">第二十届全国知识图谱与语义计算大会（CCKS2026）亮点英文论文候选：Retrieval-Augmented and Dynamic-Placeholding MCoTReasoning for Fine-Grained Multimodal Named Entity<br/> Recognition and Grounding，Heng-yang Lu, Haoyu Chen, Xintong Liu.</span>
+*<span style="font-size:large;">2025年江南大学本科优秀毕业设计（论文）指导老师</span>
+*<span style="font-size:large;">2024: 江南大学第二十届我最喜爱的老师</span>
+*<span style="font-size:large;">2023:&nbsp;The "Call to Arms"&nbsp;award, ECAI 2023</span>
+*<span style="font-size:large;">2023年江南大学本科优秀毕业设计（论文）指导老师</span>
 *<span style="font-size:large;">From&nbsp;Sep&nbsp;2016 to Aug&nbsp;2019:&nbsp;Scholarship for Doctoral Studies (2016-2019), from&nbsp;Hasso-Plattner-Institut</span><span style="font-size:large;">, Germany</span>
 *<span style="font-size:large;">Oct&nbsp;2018:&nbsp;Huawei Scholarship for Ph.D., from NJU, China</span>
@@ 第72行： / 第110行： @@
 '''&nbsp;<span style="font-size:x-large;">Conferences</span>'''
-'''<span style="font-size:large;">· Win-win Cooperation: A Novel Dual-Modal Dual-Label Algorithm for Membrane Proteins Function Pre-screen</span>'''
+'''<span style="font-size:large;">26.</span>'''<span style="font-size:large;">&nbsp;'''Noisy Correspondence Learning with Localized Consistency Mining for Cross-Modal Matching'''</span>
+<span style="font-size:large;">'''Lu H''', He J, Chen M, Fang W.</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;ACM MM'''-26'''. Brazil, Rio de Janeiro, 2026. (CCF-A)</span>
+'''<span style="font-size:large;">25.</span>'''<span style="font-size:large;">&nbsp;'''Prototype-as-Prompt: Multimodal Sentiment Prototypes Endowing Large Language Models the Capability to Perform Multimodal Sentiment Analysis'''[[https://openaccess.thecvf.com/content/CVPR2026/papers/Zhao_Prototype-as-Prompt_Multimodal_Sentiment_Prototypes_Endowing_Large_Language_Models_the_Capability_CVPR_2026_paper.pdf PDF]]</span>
+<span style="font-size:large;">Zhao X, Luo L,&nbsp;'''Lu H*''', Tang B*.</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;CVPR'''-26'''. Colorado, 2026: 23010-23020. (CCF-A)</span>
+'''<span style="font-size:large;">24.</span>'''<span style="font-size:large;">&nbsp;'''A Novel Fine-Tuned CLIP-OOD Detection Method with Double Loss Constraint Through Optimal Transport Semantic Alignment'''</span><span style="font-size:large;">[[https://ojs.aaai.org/index.php/AAAI/article/view/38572 PDF]][[https://github.com/jncsnlp/DOT-OOD/ CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Guo X, Feng S, Jiang W, Du Y, Xia C, Fan C.</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;AAAI'''-26'''. Singapore, 2026: 15448-15456</span><span style="font-size:large;">. (CCF-A)</span>
+'''<span style="font-size:large;">23.</span>'''<span style="font-size:large;">&nbsp;'''False Negatives Do Matter: A Novel Soft Label and Reranking Based Plug-in Method for Image-Text Retrieval'''[[https://link.springer.com/chapter/10.1007/978-981-95-5679-3_11 PDF]][[https://github.com/jncsnlp/TSKL CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Sung Y.</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;PRCV'''-25'''. Shanghai, China, 2025: 149-163. (CCF-C)</span>
+'''<span style="font-size:large;">22.</span>'''<span style="font-size:large;">&nbsp;'''A Multi-Agent Framework for Fine-Grained Multimodal Named Entity Recognition through Check and Reasoning'''</span><span style="font-size:large;">[[https://dl.acm.org/doi/10.1145/3743093.3771014 PDF]][[https://github.com/jncsnlp/MCCDR CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Liu X, Shang X, Fang W, Wu X.</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;ACM MM ASIA'''-25'''. Kuala Lumpur, Malaysia, 2025: 1-7. (CCF-C)</span>
+'''<span style="font-size:large;">21.</span>'''<span style="font-size:large;">&nbsp;'''StoryCrafter: Instance-Aligned Multi-Character Storytelling with Diffusion Policy Learning'''[[https://dl.acm.org/doi/10.1145/3746027.3755022 PDF]]</span>
+<span style="font-size:large;">Dong R, Pang W, Pan C,&nbsp;'''&nbsp;Lu H''', Fan C</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;ACM MM'''-25'''. Dublin, Ireland, 2025: 3232-3241. (CCF-A)</span>
+'''<span style="font-size:large;">20.</span>'''<span style="font-size:large;">&nbsp;'''EGM-PER: Emotion-assisted Enhanced Personality Recognition Method Based on Gated Mixture-of-Experts'''</span><span style="font-size:large;">[[https://dl.acm.org/doi/abs/10.1145/3746270.3760224 PDF]]</span>
+<span style="font-size:large;">Yang Y, Geng G,&nbsp;'''&nbsp;Lu H'''</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;ACM MM MRAC'''-25'''.&nbsp;Dublin, Ireland, 2025: 58-63.</span>
+'''<span style="font-size:large;">19.</span>'''<span style="font-size:large;">'''&nbsp;Less is Better: Exploiting Label Bias to Enhance Instruction Tuning-based Backdoor Attack on Large Language Models'''[[https://ieeexplore.ieee.org/document/11228642 PDF]]</span>
+<span style="font-size:large;">'''Lu H''', Zhong Y, Xia C&nbsp;</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;IJCNN'''-25'''. Rome, Italy, 2025. (CCF-C)</span>
+'''<span style="font-size:large;">18.</span>'''<span style="font-size:large;">'''&nbsp;Towards Emotional Insights in Art: A Knowledge-Driven Framework Integrating Artistic Emotion Knowledge into Vision Language Models'''[[https://ieeexplore.ieee.org/document/11228836 PDF]]</span>
+<span style="font-size:large;">Chen H, '''Lu H''', Xin&nbsp;Y, Kong D, Wang C&nbsp;</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;IJCNN'''-25'''. Rome, Italy, 2025.&nbsp;(CCF-C)</span>
+'''<span style="font-size:large;">17.</span>'''<span style="font-size:large;">&nbsp;'''TeMME: Temporal Knowledge Graph Completion using Multi-grade Multivector Embeddings'''</span><span style="font-size:large;">[[https://link.springer.com/chapter/10.1007/978-981-96-0125-7_26 PDF]][[https://github.com/jncsnlp/TeMME CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Yu H, Fan C, Zhan Q, Fang W, Wu X</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;PRICAI'''-24'''. Kyoto, Japan, 2024: 121-126.&nbsp;(CCF-C)</span>
+'''<span style="font-size:large;">16.</span>'''<span style="font-size:large;">&nbsp;'''A Novel MLLMs-based Two-stage Model for Zero-shot Multimodal Sentiment Analysis'''</span><span style="font-size:large;">[[https://link.springer.com/chapter/10.1007/978-981-96-0119-6_41#citeas PDF]][[https://github.com/jncsnlp/M2S CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Li X</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;PRICAI'''-24'''. Kyoto, Japan, 2024. (CCF-C)</span>
+'''<span style="font-size:large;">15.&nbsp;</span>'''<span style="font-weight: bold; font-size: large;">JN-NLP at SIGHAN-2024 dimABSA Task: Extraction of Sentiment Intensity Quadruples Based on Paraphrase Generation</span><span style="font-size:large;">[[https://aclanthology.org/2024.sighan-1.14/ PDF]]</span>
+<span style="font-size:large;">Jiang Y, Liu&nbsp;T, '''Lu H'''</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;SIGHAN'''-10'''. Bangkok, Thailand, 2024: 121-126.</span>
+'''<span style="font-size:large;">14.&nbsp;JN666 at SemEval-2024 Task 7: NumEval: Numeral-Aware Language Understanding and Generation</span>'''<span style="font-size:large;">[[https://aclanthology.org/2024.semeval-1.76/ PDF]]</span>
+<span style="font-size:large;">Liu X, Liu X, '''Lu H'''</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;SemEval'''-24'''. Mexico City, Mexico, 2024: 497-502.</span>
+'''<span style="font-size:large;">13.&nbsp;A Novel Differentiable Rank Learning Method Towards Stock Movement Quantile Forecasting</span>'''
+<span style="font-size:large;">Fan C, '''Lu H''', Huang A</span>
+<span style="font-size:large;">In Proceedings of'''&nbsp;'''&nbsp;ECAI'''-23'''. Kraków, Poland, 2023. (CCF-B)</span>
+'''<span style="font-size:large;">12. Where to Attack: A Dynamic Locator Model for Backdoor Attack in Text Classifications</span>'''<span style="font-size:large;">[</span>[https://aclanthology.org/2022.coling-1.82/ <span style="font-size:large;">PDF</span>]<span style="font-size:large;">]</span><span style="font-size:large;">[[https://github.com/jncsnlp/locatormodel CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Fan C, Yang J, Hu C, Fang W,&nbsp;Wu X&nbsp;</span>
+<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''COLING-22'''. Gyeongju, Republic of Korea, 2022: 948-993. (CCF-B)</span>
+'''<span style="font-size:large;">11. Pay Attention to the "Tails": A Novel Aspect-Fusion Model for Long-Tailed Aspect Category Detection</span>'''<span style="font-size:large;">[[https://link.springer.com/chapter/10.1007/978-3-031-20865-2_24 PDF]]</span>
+<span style="font-size:large;">Nie W, '''Lu H''', Fang W</span>
+<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''PRICAI-22'''. Shanghai, China, 2022: 321-334. (CCF-C)</span>
+'''<span style="font-size:large;">10. Win-win Cooperation: A Novel Dual-Modal Dual-Label Algorithm for Membrane Proteins Function Pre-screen</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8983059 PDF]]</span>
 <span style="font-size:large;">Zhang Y, Zhang Z, Cheng H, '''Lu H''', Zhang L, Wang C, Xie J&nbsp;</span>
-<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''BIBM-19'''. San Diego,&nbsp;USA</span><span style="font-size:large;">, 2019. [[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8983059 PDF]]</span>
+<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''BIBM-19'''. San Diego,&nbsp;USA, 2019. (EI, CPCI-S,&nbsp;CCF-B)</span>
-'''<span style="font-size:large;">· MALP: A More Effective Meta-Paths Based Link Prediction Method in Partially Aligned Heterogeneous Social Networks</span>'''
+'''<span style="font-size:large;">9. MALP: A More Effective Meta-Paths Based Link Prediction Method in Partially Aligned Heterogeneous Social Networks</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8995192 PDF]]</span>
-<span style="font-size:large;">Zhu K, Cao M, Lu H</span>
+<span style="font-size:large;">Zhu K, Cao M, '''Lu H'''</span>
-<span style="font-size:large;">In&nbsp;Proceedings of '''ICATI-19'''.&nbsp;Portland,&nbsp;USA</span><span style="font-size:large;">, 2019. [[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8995192 PDF]]</span>
+<span style="font-size:large;">In&nbsp;Proceedings of '''ICATI-19'''.&nbsp;Portland,&nbsp;USA, 2019. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· GADGET: Using Gated GRU for Biomedical Event Trigger Detection</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8852355 PDF]]</span>
+'''<span style="font-size:large;">8. GADGET: Using Gated GRU for Biomedical Event Trigger Detection</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8852355 PDF]]</span>
 <span style="font-size:large;">Zeng C, Zhang Y, '''Lu H''', Wang C&nbsp;</span>
-<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''IJCNN-19'''. Budapest,&nbsp;</span><span style="font-size:large;">Hungary</span><span style="font-size:large;">, 2019.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''IJCNN-19'''. Budapest,&nbsp;</span><span style="font-size:large;">Hungary, 2019. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· Exploiting Global Semantic Similarity Biterms for Short-text Topic Discovery</span>'''[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576149 <span style="font-size:large;">[PDF</span>]]
+'''<span style="font-size:large;">7. Exploiting Global Semantic Similarity Biterms for Short-text Topic Discovery</span>'''[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576149 <span style="font-size:large;">[PDF</span>]]
 <span style="font-size:large;">'''Lu&nbsp;H''', Ge G, Li Y, Wang C, Xie J</span>
-<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''ICTAI-18'''. Volos. Greece, 2018: 975-982.&nbsp;</span>
+<span style="font-size:large;">In&nbsp;Proceedings of'''&nbsp;''' '''ICTAI-18'''. Volos. Greece, 2018: 975-982. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· Online Single Homogeneous Source Transfer Learning Based on AdaBoost</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576059 PDF]]</span>
+'''<span style="font-size:large;">6. Online Single Homogeneous Source Transfer Learning Based on AdaBoost</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8576059 PDF]]</span>
 <span style="font-size:large;">Du Y, Chen Q,&nbsp;'''Lu H''', Wang C</span>
-<span style="font-size:large;">In&nbsp;Proceedings of&nbsp; '''ICTAI-18'''.&nbsp;Volos,&nbsp;Greece, 2018: 344-349.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of&nbsp; '''ICTAI-18'''.&nbsp;Volos,&nbsp;Greece, 2018: 344-349. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· Constructing Pseudo Documents with Semantic Similarity for Short Text Topic Discovery</span>'''<span style="font-size:large;">[[https://link.springer.com/content/pdf/10.1007/978-3-030-04221-9_39.pdf PDF]]</span>
+'''<span style="font-size:large;">5. Constructing Pseudo Documents with Semantic Similarity for Short Text Topic Discovery</span>'''<span style="font-size:large;">[[https://link.springer.com/content/pdf/10.1007/978-3-030-04221-9_39.pdf PDF]]</span>
 <span style="font-size:large;">'''Lu H''', Li Y, Tang C, Wang C, Xie J</span>
-<span style="font-size:large;">In&nbsp;Proceedings of '''ICONIP-18'''.'''&nbsp;'''Siem Reap,&nbsp;Cambodia, 2018: 437-449.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of '''ICONIP-18'''.'''&nbsp;'''Siem Reap,&nbsp;Cambodia, 2018: 437-449. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· Topics may Evolve: Using Complaint Date for Analysis&nbsp;</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8372098 PDF]]</span>
+'''<span style="font-size:large;">4. Topics may Evolve: Using Complaint Data&nbsp;for Analysis&nbsp;</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8372098 PDF]]</span>
 <span style="font-size:large;">Xie L, Wang L, '''Lu H''', Li N, Wang C</span>
-<span style="font-size:large;">In&nbsp;Proceedings of '''ICTAI-17'''. Boston,&nbsp;USA, 2017: 1296-1303.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of '''ICTAI-17'''. Boston,&nbsp;USA, 2017: 1296-1303. (EI, CPCI-S, CCF-C)</span>
-'''<span style="font-size:large;">· Don't Forget the Quantifiable Relationship between Words: Using Recurrent Neural Network for Short Text Topic Discovery&nbsp;</span>'''<span style="font-size:large;">[[https://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14172/13900 PDF]]</span>
+'''<span style="font-size:large;">3. Don't Forget the Quantifiable Relationship between Words: Using Recurrent Neural Network for Short Text Topic Discovery&nbsp;</span>'''<span style="font-size:large;">[[https://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14172/13900 PDF]]</span>
 <span style="font-size:large;">'''Lu H''', Xie L, Kang N, Wang C and Xie J</span>
-<span style="font-size:large;">In&nbsp;Proceedings of '''AAAI-17'''. San Francisco, USA, 2017:1192-1198.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of '''AAAI-17'''. San Francisco, USA, 2017:1192-1198. (EI, CPCI-S, CCF-A)</span>
-<font size="4">'''· Biterm Pseudo Document Topic Model for Short Text'''&nbsp;</font><span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7814694 PDF]]</span>
+<font size="4">'''2. Biterm Pseudo Document Topic Model for Short Text'''&nbsp;</font><span style="font-size:large;">[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7814694 PDF]]</span>
 <span style="font-size:large;">Jiang L, '''Lu H''', Xu M and Wang C</span>
-<span style="font-size:large;">In&nbsp;Proceedings of '''ICTAI-16'''. San Jose, USA, 2016: 865-872.</span>
+<span style="font-size:large;">In&nbsp;Proceedings of '''ICTAI-16'''. San Jose, USA, 2016: 865-872. (EI, CPCI-S, CCF-C)</span>
-<span style="font-size:large;">'''· Never Ignore The Significance Of Different Anomalies: A Cost-sensitive Algorithm Based On Loss Function For Anomaly Detection&nbsp;'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7372253 PDF]]</span>
+<span style="font-size:large;">'''1. Never Ignore The Significance Of Different Anomalies: A Cost-sensitive Algorithm Based On Loss Function For Anomaly Detection&nbsp;'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7372253 PDF]]</span>
 <span style="font-size:large;">'''Lu H''', Chen F, Xu M, Wang C and Xie J</span>
-<span style="font-size:large;">In Proceedings of&nbsp;'''ICTAI-15'''. Vietri Sul Mare,&nbsp;Italy,&nbsp;2015: 1099-1105.</span>
+<span style="font-size:large;">In Proceedings of&nbsp;'''ICTAI-15'''. Vietri Sul Mare,&nbsp;Italy,&nbsp;2015: 1099-1105. (EI, CPCI-S, CCF-C)</span>
 '''<span style="font-size:x-large;">Journals</span>'''
-<span style="font-weight: bold; font-size: large;">·</span>''&nbsp;'''''<span style="font-size:large;">Multi-Entity Aspect-Based Sentiment Analysis with Context, Entity, Aspect Memory and Dependency Information</span>'''<span style="font-size:large;">[[http://delivery.acm.org/10.1145/3330000/3321125/a47-yang.pdf?ip=202.119.43.169&id=3321125&acc=ACTIVE%20SERVICE&key=BF85BBA5741FDC6E.180A41DAF8736F97.4D4702B0C3E38B35.4D4702B0C3E38B35&__acm__=1558587505_d17bf4245aab407c265d114347e5187b PDF]]</span>
+'''<span style="font-size:large;">35.</span>'''''&nbsp; ''<span style="font-size:large;">'''RePD: Reliable Pseudo-label Construction and Dynamic Inference for Transductive Zero-shot Aspect-based Sentiment Quadruple Prediction'''</span>
+<span style="font-size:large;">'''Lu H''', Jiang Y, Liu T, Fang W, Wang C.</span>
+<span style="font-size:large;">'''IEEE Transactions on Affective Computing''', 2026. (SCI, CCF B)</span>
+'''<span style="font-size:large;">34.</span>'''''&nbsp; ''<span style="font-size:large;">'''IMPERIAL: An Implicit Personality Enhanced Hierarchical LLM Framework for Emotion Recognition in Conversation'''[[https://ieeexplore.ieee.org/abstract/document/11593162 PDF]][[https://github.com/jncsnlp/IMPERIAL CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Cong R, Fang W.</span>
+<span style="font-size:large;">'''IEEE Transactions on Affective Computing''', 2026. (SCI, CCF B)</span>
+'''<span style="font-size:large;">33.</span>'''''&nbsp; ''<span style="font-size:large;">'''Don't Judge From a Single Perspective: LVLM-Based Multiview Multimodal Fake News&nbsp;Detection'''</span><span style="font-size:large;">[[https://ieeexplore.ieee.org/document/11543470 PDF]][[https://github.com/jncsnlp/MV-MFND CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Tang B, Liu X, Zhan&nbsp;Q, Fan C, Fang W.</span>
+<span style="font-size:large;">'''IEEE Transactions on Computational Social Systems''', 2026. (SCI, CCF C)</span>
+'''<span style="font-size:large;">32.</span>'''''&nbsp; '''''<span style="font-size:large;">SF-QC: Explore the Selection Bias of Large Language Models in Zero-Shot Out-of-Distribution Intent Detection</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/document/11523681 PDF]][[https://github.com/jncsnlp/SF-QC CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Liu X, Zhang&nbsp;J, Fan C, Fang W.</span>
+<span style="font-size:large;">'''IEEE Transactions on Computational Social Systems''', 2026. (SCI, CCF C)</span>
+'''<span style="font-size:large;">31.</span>'''''&nbsp; '''''<span style="font-size:large;">Break fake frontiers: A triple-knowledge approach to multi-domain fake news detection</span>'''<span style="font-size:large;">[[https://www.sciencedirect.com/science/article/pii/S0306457326000415?dgcid=author PDF]]</span>
+<span style="font-size:large;">Liu X, Liu C, Yu A, Tang B, Cao Z, Long Z, Su R,&nbsp;'''Lu H'''.</span>
+<span style="font-size:large;">'''Information Processing and Management''', 2026, 63(5), 104649. (SCI, CCF B)</span>
+'''<span style="font-size:large;">30.</span>'''''&nbsp;'''''<span style="font-size:large;">PERStance: Personality-guided enhanced multimodal stance detection</span>'''<span style="font-size:large;">[[https://www.sciencedirect.com/science/article/pii/S0306457325005345?dgcid=author PDF]][[https://github.com/jncsnlp/PERStance CODE]]</span>
+<span style="font-size:large;">Geng G, Zhan Q,&nbsp;'''Lu H'''.</span>
+<span style="font-size:large;">'''Information Processing and Management''', 2026, 63(4), 104593. (SCI, CCF B)</span>
+'''<span style="font-size:large;">29.</span>'''''&nbsp; ''<span style="font-size:large;">'''Diversity-based adaptive differential evolution algorithm for multimodal optimization problems'''</span>
+<span style="font-size:large;">Li C, Zhai&nbsp;Y, Palade V, Fang W, '''Lu H''', Mao L, Sun J.</span>
+<span style="font-size:large;">'''Swarm and Evolutionary Computation'''</span><span style="font-size:large;">, 2025, 93, 101869. (SCI)</span>
+'''<span style="font-size:large;">28.</span>'''''&nbsp; ''<span style="font-size:large;">'''R'''</span>'''<span style="font-size:large;">umor detection for emergency events via few-shot ensembled prompt learning</span>'''<span style="font-size:large;">[[https://link.springer.com/article/10.1007/s10844-025-00944-6 PDF]][[https://github.com/jncsnlp/EPT/ CODE]]</span>
+<span style="font-size:large;">Su C, Zhou J, Jiang Z, Zhu S, Li C, Fang W,&nbsp;'''Lu H'''.</span>
+<span style="font-size:large;">'''Journal of Intelligent Information Systems''', 2025. (SCI, CCF C)</span>
+'''<span style="font-size:large;">27.&nbsp;MuSIA: Exploiting multi-source information fusion with abnormal activations for out-of-distribution detection</span>'''<span style="font-size:large;">[[https://www.sciencedirect.com/science/article/pii/S0893608025003065 PDF]][[https://github.com/jncsnlp/MuSIA CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Guo X, Jiang W, Fan C, Du Y, Shao Z, Fang W, Wu X.</span>
+<span style="font-size:large;">'''Neural Networks''', 2025, 188, 107427. (SCI, CCF B)</span>
+'''<span style="font-size:large;">26. A novel efficient bi-objective evolutionary algorithm for frequent and high utility itemsets mining</span>'''<span style="font-size:large;">[[https://link.springer.com/article/10.1007/s12293-025-00437-7 PDF]]</span>
+<span style="font-size:large;">Ma L, Li C, '''Lu H''', Fang W, Lin J.</span>
+<span style="font-size:large;">'''Memetic Computing''', 2025, 117(4). (SCI)</span>
+'''<span style="font-size:large;">25.&nbsp;</span>'''<span style="font-weight: bold; font-size: large;">'''K'''nowledge-guided prompt-based continual learning: Aligning task-prompts through contrastive hard negatives</span><span style="font-size:large;">[[https://www.sciencedirect.com/science/article/abs/pii/S0950705125000577?via=ihub PDF]][[https://github.com/jncsnlp/KG-Prompt CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Lin L, Fan C, Wang C,&nbsp;Fang W, Wu X.</span>
+<span style="font-size:large;">'''Knowledge based Systems''', 2025, 310, 113009. (SCI, CCF C)</span>
+'''<span style="font-size:large;">24.&nbsp;</span>'''<span style="font-weight: bold; font-size: large;">Enhancing few-shot out-of-distribution intent detection by reducing attention misallocation</span><span style="font-size:large;">[[https://www.sciencedirect.com/science/article/pii/S0925231225002267 PDF]][[https://github.com/jncsnlp/LiVaS CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Zhang J, Du Y, Xia C, Wang C, Fang W, Wu X.</span>
+<span style="font-size:large;">'''Neurocomputing''', 2025, 626, 129554. (SCI, CCF C)</span>
+'''<span style="font-size:large;">23.&nbsp;</span>'''<span style="font-weight: bold; font-size: large;">A novel span-based Knowledge-enhanced framework for aspect sentiment triplet extraction</span><span style="font-size:large;">[[https://www.sciencedirect.com/science/article/abs/pii/S0925231224019167?via=ihub PDF]][[https://github.com/jncsnlp/Sken CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Cong R, Nie W, Liu T, Fang W.</span>
+<span style="font-size:large;">'''Neurocomputing''', 2025, 619, 129145. (SCI, CCF C)</span>
+'''<span style="font-size:large;">22.</span>'''<span style="font-size:large;">'''&nbsp;QAIE: LLM-based Quantity Augmentation and Information Enhancement for Few-Shot Aspect-Based Sentiment Analysis'''[[https://www.sciencedirect.com/science/article/pii/S0306457324002760?dgcid=author PDF]][[https://github.com/jncsnlp/QAIE-ABSA CODE]]</span>
+<span style="font-size:large;">'''Lu H''', Liu T, Cong R, Yang J, Gan Q, Fang W, Wu X.</span>
+<span style="font-size:large;">'''Information Processing and Management''', 2025, 62(1), 103917. (SCI, CCF B)</span>
+'''<span style="font-size:large;">21. 基于提示调优的中文上位词发现</span>'''<span style="font-size:large;">[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eLxAPdwbfm1kBvmlVcn-fjmcDb1YXdxaSTyjEQvhI9WxzcPXShCSA6EE0_Oxipn9w_Z7g9NZ-nJGGqf7Z1YAsy6vy-tE0JOr3IQzBNpVJ2Uc1fn3lLc_ZTWLNcr0WQVUUODnYccvfL_w4NEFrsy2XWApTnK01bd6BUL5L4y6Rjk-A==&uniplatform=NZKPT&language=CHS Chinese Version]]</span><span style="font-size:large;">[[https://github.com/jncsnlp/ProCHD CODE]]</span>
+<span style="font-size:large;">周俊康,&nbsp;'''陆恒杨''', 刘哲&nbsp;和 方伟</span>
+<span style="font-size:large;">'''中文信息学报''', 2025, 39(05): 11-21.</span>
+<span style="font-size:large;">'''20'''</span><span style="font-weight: bold; font-size: large;">. 社交媒体谣言检测：方法、挑战与趋势</span><span style="font-size:large;">[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eJa59jPpMGpoIO-M18PjFLCj23Ljxf4M-m1U7xK5KHwylbZ4DtIHC3WiLCAgB4IdCNNeC94K3MXbCxkES1zSIu_toBWjmkR_ioKWghh-64Vlbk0gwhcMmn5MejYz8PHKXQuztqGL3vPTgwQIIYZNRMiY2h1c7bftXJwGY6TfBRfTw==&uniplatform=NZKPT&language=CHS Chinese Version]]</span>
+<span style="font-size:large;">刘鑫楠, 洪鑫宇, 曹振洋, 李荣荣, 王子硕, 周俊康, 唐斌 和&nbsp;'''陆恒杨'''</span>
+<span style="font-size:large;">'''计算机工程与应用''', 2025, 61(11): 31-50.</span>
+'''<span style="font-size:large;">19.&nbsp;A machine learning model based on CHAT-23 for early screening of autism in Chinese children</span>'''<span style="font-size:large;">[[https://www.frontiersin.org/journals/pediatrics/articles/10.3389/fped.2024.1400110/full?utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field&journalName=Frontiers_in_Pediatrics&id=1400110 PDF]]</span>
+<span style="font-size:large;">'''Lu H''', Zhang H, Zhong Y, Meng X, Zhang M, Qiu T</span>
+<span style="font-size:large;">'''Frontiers in Pediatrics''', 2024, 12. (SCI)</span>
+'''<span style="font-size:large;">18.&nbsp;GPU-Based Efficient Parallel Heuristic Algorithm for High-Utility Itemset Mining in Large Transaction Datasets</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/document/10167780/ PDF]]</span>
+<span style="font-size:large;">Fang W, Jiang H,&nbsp;'''Lu H''', Sun J, Wu X, Lin J</span>
+<span style="font-size:large;">'''IEEE Transactions on Knowledge and Data Engineering''', 2024, 36(2): 652-667. (CCF A)</span>
+'''<span style="font-size:large;">17. 结合扩散模型图像编辑的图文检索后门攻击</span>'''<span style="font-size:large;">[[https://kns.cnki.net/kcms2/article/abstract?v=fvaKTeWl6eKyg_4-McAS46_YLw6ne6m3HHk82IXzd9tgZQGMqqNIUeqrf5ucjHp8mm_bKRG0Uij7uHoykvhQKUglvjAviipMBZFtzxTlRePGXGN0uIq5hADM9aoxJoRZ3icN3DACbhQxGg2HrEoe1eJfu7w10szbN63UoWupuglJ0f8KTNgtEg==&uniplatform=NZKPT&language=CHS Chinese Version]]</span>
+<span style="font-size:large;">杨舜 和&nbsp;&nbsp;'''陆恒杨'''</span>
+<span style="font-size:large;">'''计算机科学与探索''', 2024, 18(04): 1068-1082.</span>
+'''<span style="font-size:large;">16.&nbsp;Mutual Information-Guided GA for Bayesian Network Structure Learning</span>'''<span style="font-size:large;">[[https://ieeexplore.ieee.org/abstract/document/9940608 PDF]]</span>
+<span style="font-size:large;">Yan K, Fang W, '''Lu H''', Zhang X, Sun J, Wu X</span>
+<span style="font-size:large;">'''IEEE Transactions on Knowledge and Data Engineering''', 2023, 35(8): 8282-8299. (CCF A)</span>
+<span style="font-weight: bold; font-size: large;">15.</span>''&nbsp;''<span style="font-size:large;">'''Think More Ambiguity Less: A Novel Dual Interactive Model with Local and Global Semantics for Chinese Named Entity Recognition'''[[https://dl.acm.org/doi/10.1145/3583685 PDF]]</span>
+<span style="font-size:large;">Jia Y, Fang W,&nbsp;'''Lu H'''</span>
+<span style="font-size:large;">'''Transactions on Asian and Low-Resource Language Information Processing''', 2023, 22(6):1-21.</span>
+<span style="font-size:large;">'''14.&nbsp;Advances and applications of machine learning and intelligent optimization algorithms in genome-scale metabolic network models'''[[https://link.springer.com/content/pdf/10.1007/s43393-022-00115-6.pdf PDF]]</span>
+<span style="font-size:large;">Bai L, You Q, Zhang C, Sun J, Liu L, '''Lu H''', Chen Q</span>
+<span style="font-size:large;">'''Systems Microbiology and Biomanufacturing''', 2022.</span>
+<span style="font-size:large;">'''13.&nbsp;High-utility itemsets mining based on binary particle swarm optimization with multiple adjustment strategies'''[[https://www.sciencedirect.com/science/article/abs/pii/S1568494622003684 PDF]]</span>
+<span style="font-size:large;">Fang W, Zhang Q,&nbsp;'''&nbsp;Lu H''',&nbsp;Lin J</span>
+<span style="font-size:large;">'''Applied Soft Computing''', 2022. (SCI)</span>
+<span style="font-size:large;">'''12. A deep neural networks-based fusion model for COVID-19 rumor detection from online social media'''[[https://www.emerald.com/insight/content/doi/10.1108/DTA-06-2021-0160/full/html LINK]]</span>
+<span style="font-size:large;">'''Lu H*''',&nbsp;Yang J, Fang W, Song X, Wang C</span>
+<span style="font-size:large;">'''Data Technologies and Applications''', 2022, 56(5): 806-824. (SCI)</span>
+'''<span style="font-size:large;">11. 面向网络社交媒体的少样本新冠谣言检测</span>'''<span style="font-size:large;">[[http://jcip.cipsc.org.cn/CN/abstract/abstract3255.shtml Chinese Version]][[https://github.com/jncsnlp/COVID-RUMOR-SINA-WEIBO Data]]</span>
+<span style="font-size:large;">'''陆恒杨''', 范晨悠&nbsp;和 吴小俊</span>
+<span style="font-size:large;">'''中文信息学报''', 2022, 36(1): 135-144.</span>
+<span style="font-weight: bold; font-size: large;">10.</span>''&nbsp;''<span style="font-size:large;">'''LAMB: A novel algorithm of label collaboration based multi-label learning '''[https://content.iospress.com/download/intelligent-data-analysis/ida215946?id=intelligent-data-analysis/ida215946 [PDF]]</span>
+<span style="font-size:large;">Zhang Y, Zhang Z, Chen M,&nbsp;'''Lu H''', Zhang L, Wang C</span>&nbsp;&nbsp;<span style="font-size:large;">&nbsp;</span>
+<span style="font-size:large;">'''Intelligent Data Analysis''', 2022, 26(5): 1229-1245.</span>
+<span style="font-weight: bold; font-size: large;">9.</span>''&nbsp;''<span style="font-size:large;">'''Learning transferable and discriminative features for unsupervised domain adaptation '''[[https://content.iospress.com/download/intelligent-data-analysis/ida215813?id=intelligent-data-analysis/ida215813 PDF]]</span>
+<span style="font-size:large;">Du Y, Zhang R, Zhang X, Yao&nbsp;Y,&nbsp;'''Lu H''',&nbsp;Wang C *</span>&nbsp;&nbsp;<span style="font-size:large;">&nbsp;</span>
+<span style="font-size:large;">'''Intelligent Data Analysis''', 2022, 26(2): 407-425.</span>
+<span style="font-size:large;">'''8.&nbsp;One for “All”: A unified model for fine-grained sentiment analysis under three tasks&nbsp;'''[[https://peerj.com/articles/cs-816/ LINK]][[https://github.com/jncsnlp/MEABSA DATA]]</span>
+<span style="font-size:large;">'''Lu H''',&nbsp;Yang J *, Hu C, Fang W&nbsp;</span>
+'''<span style="font-size:large;">PeerJ Computer Science</span>'''<span style="font-size:large;">, 2021, 7: e816. (SCI)</span>
+<span style="font-size:large;">'''7.&nbsp;A novel few-shot learning based multi-modality fusion model for COVID-19 rumor detection from online social media'''[[https://peerj.com/articles/cs-688/ LINK]][[https://github.com/jncsnlp/FSL-Multimodal-Rumor-Detection CODE]]</span>
+<span style="font-size:large;">'''Lu H *''', Fan C, Song X, Fang W</span>
+'''<span style="font-size:large;">PeerJ Computer Science</span>'''<span style="font-size:large;">, 2021, 7: e688</span><span style="font-size:large;">. (SCI)</span>
+<span style="font-size:large;"><span style="font-weight: bold;">6.</span>''&nbsp;'''''SenU-PTM: a novel phrase-based topic model for short-text topic discovery by exploiting word embeddings'''[[https://www.emerald.com/insight/content/doi/10.1108/DTA-02-2021-0039/full/html PDF]]</span>
+<span style="font-size:large;">'''Lu H *''', Zhang Y, Du Y</span>
+<span style="font-size:large;">'''Data Technologies and Applications''', 2021, 55(5): 643-660. (SCI)</span>
+<span style="font-size:large;"><span style="font-weight: bold;">5.</span>''&nbsp;'''''Polysemy Needs Attention: Short-Text Topic Discovery With Global and Multi-Sense Information'''[[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9328428 PDF]]</span>
+<span style="font-size:large;">'''Lu H *''', Yang J, Zhang Y, Li Z</span>
+<span style="font-size:large;">'''IEEE ACCESS''', 2021, 9: 14918-14932. (EI, SCI)</span>
+<span style="font-weight: bold; font-size: large;">4.</span>''&nbsp;'''''<span style="font-size:large;">What is Discussed about COVID-19: A Multi-Modal Framework for Analyzing Microblogs from Sina Weibo without Human Labeling</span>'''<span style="font-size:large;">[[http://www.techscience.com/cmc/v64n3/39439 PDF]]</span>
+<span style="font-size:large;">'''Lu H *''', Lou Y, Jin B, Xu M</span>
+'''<span style="font-size:large;">CMC-Computers, Materials & Continua</span>'''<span style="font-size:large;">, 2020, 64(3): 1453-1471. (EI, SCI)</span>
+<span style="font-weight: bold; font-size: large;">3.</span>''&nbsp;'''''<span style="font-size:large;">Multi-Entity Aspect-Based Sentiment Analysis with Context, Entity, Aspect Memory and Dependency Information</span>'''<span style="font-size:large;">[[http://delivery.acm.org/10.1145/3330000/3321125/a47-yang.pdf?ip=202.119.43.169&id=3321125&acc=ACTIVE%20SERVICE&key=BF85BBA5741FDC6E.180A41DAF8736F97.4D4702B0C3E38B35.4D4702B0C3E38B35&__acm__=1558587505_d17bf4245aab407c265d114347e5187b PDF]]</span>
 <span style="font-size:large;">Yang J, Yang R,&nbsp;'''Lu H''', Wang C, Xie J</span>&nbsp;&nbsp;<span style="font-size:large;">&nbsp;</span>
-<span style="font-size:large;">'''Transactions on Asian and Low-Resource Language Information Processing''', 2019, 18(4):&nbsp;</span>
+<span style="font-size:large;">'''Transactions on Asian and Low-Resource Language Information Processing''', 2019, 18(4). (EI, SCI)</span>
+<span style="font-weight: bold; font-size: large;">2.</span>''&nbsp;''<span style="font-size:large;">'''Util'''</span>'''<span style="font-size:large;">izing Recurrent Neural Network for Topic Discovery in Short Text&nbsp;Scenarios</span>'''<span style="font-size:large;">[[https://content.iospress.com/download/intelligent-data-analysis/ida183842?id=intelligent-data-analysis/ida183842 PDF]]</span>
+<span style="font-size:large;">'''Lu H''', Kang N, Li Y, Zhan Q, Xie J, Wang C *</span>&nbsp;&nbsp;<span style="font-size:large;">&nbsp;</span>
+<span style="font-size:large;">'''Intelligent Data Analysis''', 2019, 23(2): 259-277. (EI, SCI)</span>
-<span style="font-weight: bold; font-size: large;">·</span>''&nbsp;''<span style="font-size:large;">'''Util'''</span>'''<span style="font-size:large;">izing Recurrent Neural Network for Topic Discovery in Short Text&nbsp;Scenarios</span>'''<span style="font-size:large;">[[https://content.iospress.com/download/intelligent-data-analysis/ida183842?id=intelligent-data-analysis/ida183842 PDF]]</span>
+'''<span style="font-size:large;">1. 一种基于相关性特征融合的乳腺图像感兴趣区域检测方法</span>'''<span style="font-size:large;">[[http://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2016&filename=NJDZ201601022&uid=WEEvREdxOWJmbC9oM1NjYkZCbDdrdXdUVU15NmEzQUxJOGhUaE5uNkZHZDk=$R1yZ0H6jyaa0en3RxVUd8df-oHi7XMMDo7mtKT6mSmEvTuk11l2gFA!!&v=MTY3NzRxVHJXTTFGckNVUkxPZlp1WnBGeXprVUwzTkt5ZlBkTEc0SDlmTXJvOUhab1I4ZVgxTHV4WVM3RGgxVDM= Chinese Version]]</span>
-<span style="font-size:large;">'''Lu H''', Kang N, Li Y, Zhan Q, Xie J, Wang C</span>&nbsp;&nbsp;<span style="font-size:large;">&nbsp;</span>
+<span style="font-size:large;">'''陆恒杨''', 李宁 * 和 谢俊元</span>
-<span style="font-size:large;">'''Intelligent Data Analysis''', 2019, 23(2): 259-277.</span>
+<span style="font-size:large;">'''南京大学学报（自然科学）''', 2016, 52(1): 194-202. (CSCD)</span>
-'''<span style="font-size:large;">· A Region of Interest Detection Method for Mammography based on Multi-cue Feature Integration</span>'''<span style="font-size:large;">[[http://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2016&filename=NJDZ201601022&uid=WEEvREdxOWJmbC9oM1NjYkZCbDdrdXdUVU15NmEzQUxJOGhUaE5uNkZHZDk=$R1yZ0H6jyaa0en3RxVUd8df-oHi7XMMDo7mtKT6mSmEvTuk11l2gFA!!&v=MTY3NzRxVHJXTTFGckNVUkxPZlp1WnBGeXprVUwzTkt5ZlBkTEc0SDlmTXJvOUhab1I4ZVgxTHV4WVM3RGgxVDM= Chinese Version]]</span>
+'''<span style="font-size:x-large;">Patents</span>'''
-<span style="font-size:large;">'''Lu H''', Li N and&nbsp;Xie J</span>
+<font size="4">'''9.'''</font><span style="font-size:large">'''一阶向量与二阶多向量联合训练的时态知识图谱嵌入方法'''</span><font size="4">，'''陆恒杨'''，于浩坤，徐天阳，李超，方伟，孙俊，吴小俊，ZL202311383741.8</font>
-<span style="font-size:large;">'''Journal of Nanjing University: Nat Sci Ed''', 2016, 52(1): 194-202.</span>
+<font size="4">申请日：2023年10月24日；授权公告日：2026年08月18日</font>
+<font size="4">'''8.'''</font><span style="font-size:large">'''一种基于大语言模型的少样本细粒度情感分析方法'''</span><font size="4">，'''陆恒杨'''，刘天赐，朱书伟，李超，孙俊，方伟，吴小俊，ZL202410919788.X</font>
+<font size="4">申请日：2024年07月10日；授权公告日：2025年10月03日</font>
+<font size="4">'''7.'''</font><span style="font-size:large;">'''一种中文上位词检索方法及装置'''</span><font size="4">，'''陆恒杨'''，周俊康，刘哲，方伟，孙俊，吴小俊，ZL202310214059.X</font>
+<font size="4">申请日：2023年03月07日；授权公告日：2024年07月12日</font>
+<font size="4">'''6.一种长尾分布场景下的方面类别识别方法及系统'''，'''陆恒杨'''，方伟，聂玮，孙俊，吴小俊，ZL202111681644.8</font>
+<font size="4">申请日：2021年12月30日；授权公告日：2024年04月02日</font>
+<font size="4">'''5.TEXT CLASSIFICATION BACKDOOR ATTACK PREDICTION METHOD, SYSTEM, AND DEVICE'''，'''Hengyang Lu'''，Chenyou Fan，Wei Fang，Jun Sun，Xiaojun Wu，US011829474B1</font>
+<font size="4">申请日：2023年07月21日；授权日：2023年11月28日</font>
+<font size="4">'''4.一种基于扩散模型的图文检索后门攻击方法、装置及设备'''，'''陆恒杨'''，杨舜，方伟，孙俊，吴小俊，ZL202310821656.9</font>
+<font size="4">申请日：2023年07月06日；授权公告日：2023年10月13日</font>
+<span style="font-size:large;">'''3.文本中多义性单词的标注方法、设备、处理器和存储介质&nbsp;'''，'''陆恒杨'''，黄渊卓，方伟，ZL202110270079.X</span>
+<font size="4">申请日：2021年03月12日；授权公告日：2023年1月6日</font>
+<span style="font-size:large;">'''2.基于元学习及深度学习的少样本社交媒体谣言检测方法'''，'''陆恒杨'''，范晨悠，杨舜，吴小俊，ZL202110770088.5</span>
+<font size="4">申请日：2021年07月07日；授权公告日：2022年12月9日</font>
+<span style="font-size:large;">'''1.一种文本分类后门攻击方法、系统及设备'''</span><span style="font-size:large;">，'''陆恒杨'''，周俊康，胡聪，方伟，吴小俊，ZL202210233023.1</span>
+<span style="font-size:large;">申请日：2022年03月29日；授权公告日：2022年11月8日</span>
 <span style="font-size:x-large;">'''<span style="color:#c0392b;">Fundings</span>'''</span>
@@ 第156行： / 第520行： @@
 ----
-*<font size="4">2020/01/01-2021/12/31，基于短文本的主题模型研<span style="font-size:large;">究</span></font>
+<span style="font-size:large;">7. 中国博士后科学基金（面上项目），2022M711360，2022</span>
-&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; the Fundamental Research Funds for the Central Universities [No. JUSRP12021]
+<span style="font-size:large;">6. 国家自然科学基金（青年基金），面向社交媒体的跨模态图文检索研究，62002137，2021/01-2023/12</span>
+<span style="font-size:large;">5.&nbsp;国家重点研发计划（课题子任务），全细胞数字模型设计工具与优化算法开发，2020YFA0908303，2020/11-2025/09</span>
+<span style="font-size:large;">4. 江苏省双创博士，2020/09/01-2022/09/01</span>
+<span style="font-size:large;">3. 计算机软件新技术国家重点实验室（开放课题），基于细粒度特征的跨模态图文检索研究，KFKT2020B02，2020/06/01-2022/05/31</span>
+<span style="font-size:large;">2. 福建省信息处理与智能控制重点实验室（闽江学院）（开放基金），面向社交媒体的主题挖掘研究，MJUKF-IPIC202011，2020/06/01-2022/05/31</span>
+<span style="font-size:large;">1. 江南大学基本科研计划（青年基金），基于短文本的主题模型研究，JUSRP12021，2020/01/01-2021/12/31</span>
 <span style="font-size:x-large;">'''<span style="color:#c0392b;">Professional Activities</span>'''</span>
@@ 第164行： / 第538行： @@
 ----
-*<span style="font-size:large;">Reviewer of Complexity, Journal</span>
+'''<span style="font-size:large;">Journal</span>'''
-*<span style="font-size:large;">Reviewer of IEEE Access, Journal</span>
-*<span style="font-size:large;">Reviewer of MBR (Multivariate Behavioral Research), Journal</span>
+*<span style="font-size:large;">Information Processing and Management,&nbsp;Editorial Board Member</span>
-*<span style="font-size:large;">Reviewer of KAIS (Knowledge and Information Systems), Journal</span>
+*<span style="font-size:large;">Reviewer of&nbsp;IEEE Transactions on Pattern Analysis and Machine Intelligence,&nbsp;</span><span style="font-size:large;">IEEE Transactions on Knowledge and Data Engineering, IEEE Transactions on Neural Networks and Learning Systems,&nbsp;IEEE Transactions on Multimedia,&nbsp;IEEE Transactions on Information Forensics and Security,&nbsp;IEEE Transactions on Computational Social Systems, IEEE Transactions on Affective Computing, IEEE Transactions on Audio, Speech and Language Processing,&nbsp;ACM Computing Surveys, Information Processing and Management,&nbsp;SCIENCE CHINA Information Sciences,&nbsp;Frontiers of Computer Science,&nbsp;</span>&nbsp;<span style="font-size:large;">Knowledge and Information Systems, </span><span style="font-size:large;">Applied Intelligence, </span><span style="font-size:large;">Journal of Computational Social Science, </span><span style="font-size:large;">Cybernetics and Systems, </span><span style="font-size:large;">Peer J Computer Science,&nbsp;</span><span style="font-size:large;">Complexity, </span><span style="font-size:large;">IEEE Access,</span>&nbsp;<span style="font-size:large;">Multivariate Behavioral Research</span>
-*<span style="font-size:large;">Dec 13, 2018: Session Chair of 'Word, text and document processing' in ICONIP 2018,&nbsp;Siem Reap, Cambodia</span>
+'''<span style="font-size:large;">Conference</span>'''
+*<span style="font-size:large;">PC member of AAAI 2021, 2026, ECAI 2023, CVPR 2024-2025</span>
+*<span style="font-size:large;">Reviewer of ACM MM 2026, KSEM 2023, ACML 2024, ICONIP 2024, PRCV 2025, BMVC 2026, NLPCC 2026</span>
+'''<span style="font-size:large;">Others</span>'''
+*<span style="font-size:large;">CNCC 2025 论坛主席（从识别到生成，智能交互离真情实感还有多远？）</span>
+*<span style="font-size:large;">ACIS (ASIA COMPUTATIONAL INTELLIGENCE SOCIETY</span><span style="font-size:large;">) Member</span>
+*<span style="font-size:large;">CCF Yocsef Suzhou, AC Member</span>
+*<span style="font-size:large;">Registration Chair of VALSE 2023, Conference (视觉与学习青年学者研讨会)</span>
+*<span style="font-size:large;">Session Chair of 'LLM1' in PRICAI 2024,&nbsp;Conference</span>
+*<span style="font-size:large;">Session Chair of 'Word, text and document processing' in ICONIP 2018,&nbsp;Conference</span>
 <span style="font-size:x-large;">'''<span style="color:#c0392b;">Teaching</span>'''</span>
@@ 第174行： / 第561行： @@
 ----
-*<span style="font-size:large;">Introduction to Artificial Intelligence. (for undergraduate students. Spring, 2020)</span>
+*<span style="font-size:large;">Principle of Compiler. (for undergraduate students of CS Dept. Fall, 2019-2021, Spring, 2023-2026)</span>
-*<span style="font-size:large;">Introduction to C++ Programming. (for undergraduate students. Spring, 2020)</span>
+*<span style="font-size:large;">Course Design of Principle of Compiler. (for undergraduate students of CS Dept. Summer, 2023-2026)</span>
-*<span style="font-size:large;">Principle of Compiler. (for undergraduate students. Fall, 2019)</span>
+*<span style="font-size:large;">Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-2026)</span>
-*<span style="font-size:large;">Mathematical Logic. (assistant, for undergraduate students. Spring, 2016)</span>
+*<span style="font-size:large;">Introduction to Smart City Technology. (for undergraduate students of CS Dept. Fall, 2025-2026)</span>
-*<span style="font-size:large;">Introduction to Java Programming. (assistant, for undergraduate students. Fall, 2014)</span>
+*<span style="font-size:large;">Computer Ethics. (for undergraduate students of CS Dept. Spring, 2022-2024)</span>
+*<span style="font-size:large;">Frontier Course in Computer Science. (for undergraduate students of CS Dept. Fall, 2023)</span>
+*<span style="font-size:large;">Machine Learning. (for undergraduate students of CS Dept. Fall, 2022)</span>
+*<span style="font-size:large;">Programming II (Python). (for&nbsp;undergraduate student of AI Dept. Fall, 2022)</span>
+*<span style="font-size:large;">Course Design of Artificial Intelligence. (for undergraduate students of CS Dept. Summer, 2020, 2021)</span>
+*<span style="font-size:large;">Introduction to Artificial Intelligence. (for undergraduate students of CS Dept. Spring, 2020-2022)</span>
+*<span style="font-size:large;">Introduction to C++ Programming. (for undergraduate students of CS Dept. Spring, 2020)</span>
+*<span style="font-size:large;">Mathematical Logic. (assistant, for undergraduate students of CS Dept. Spring, 2016)</span>
+*<span style="font-size:large;">Introduction to Java Programming. (assistant, for undergraduate students of CS Dept. Fall, 2014)</span>
+<font color="#c0392b" size="5">'''Students'''</font>
+----
+'''<span style="font-size:large;">Graduate</span>'''
+<span style="font-size:large">2026</span>
+<font size="4">Jia-heng Liu 刘嘉恒, Jia-hui Li 李家辉, Yu-ting Peng 彭玉婷, Shang-hui Chang 常尚辉</font>
+<span style="font-size:large;">2025</span>
+<font size="4">Chen Su 苏晨, Guoqi Geng 耿国淇, Yening Yang 杨晔宁, Zhijie Liu 刘智杰, Hao Tu涂昊, Haoyu Chen 陈昊禹</font>
+<span style="font-size:large;">2024</span>
+<span style="font-size:large;">Jun-jie Zheng&nbsp;郑俊杰，Xinyi Liu 刘新宜，Yunfan&nbsp;Jiang&nbsp;姜云帆，Yang&nbsp;Gao 高杨，Jing-jing Zhao 赵箐箐</span>
+<span style="font-size:large;">2023</span>
+<span style="font-size:large;">Rui Cong 丛瑞（小米），Ji-peng He 何纪芃（潜空间具身智能），Xing-tong Liu 刘欣桐（讯飞），Xin Guo 郭鑫（小米），Bin Tang 唐斌（苏州华启智能），Yi-yang Sung 宋易洋</span>
+<span style="font-size:large;">2022</span>
+<span style="font-size:large;">Xiao-fei Li 李晓菲（无锡先进技术研究院），Tian-ci Liu 刘天赐（北京市金杜（无锡）律师事务所），Hao-kun Yu 于浩坤（浙江三生蔓迪药业有限公司），Yi Zhong 钟椅（九方科技），Long-kang Lin 林龙康（厦门大学，读博），Jia-ming Zhang 张家铭（华南师范大学，读博）</span>
+<span style="font-size:large;">2021</span>
+<span style="font-size:large;">Jun-kang Zhou 周俊康&nbsp;(Co-supervised with Prof. Wei Fang，小米)</span>
+<span style="font-size:large;">2020</span>
+<span style="font-size:large;">Shun Yang 杨舜&nbsp;(Co-supervised with Prof. Xiaojun Wu，小米)，</span>
+<span style="font-size:large;">Wei Nie 聂玮 (Co-supervised with Prof. Wei Fang，人民银行)，Yue Jia 贾玥(Co-supervised with Prof. Wei Fang，满运)</span>
+'''<span style="font-size:large;">Undergraduate</span>'''
+<span style="font-size:large;">2022</span>
+<span style="font-size:large;">Xinnan Liu&nbsp;刘鑫楠（南京理工大学&nbsp;保研），Jiaheng Liu 刘嘉恒（江南大学 读研）</span>
+<span style="font-size:large;">2021</span>
+<span style="font-size:large;">Chen Su 苏晨（江南大学 保研）， Guoqi Geng 耿国淇（江南大学 保研）</span>
+<span style="font-size:large;">2020</span>
+<span style="font-size:large;">Zirui Li 李子睿（北京大学 直博），Xinyi Liu 刘新宜（江南大学 保研），Yunfan&nbsp;Jiang&nbsp;姜云帆（江南大学 读研），Xiangyu Meng 孟祥瑜（湖南大学 保研）</span>
+<span style="font-size:large;">2019</span>
+<span style="font-size:large;">Jiayin Wei 位佳茵&nbsp;(东南大学 保研)</span>
+<span style="font-size:large;">2018</span>
+<span style="font-size:large;">Shihao Weng 翁诗浩 (南京大学 保研)，Wenchang Liu 刘文昌 (东南大学 读研)，Yumeng Liu 刘雨萌 (苏州大学 保研)，Yuanzhuo Huang 黄渊卓</span>
+'''<span style="font-size:large;">Thesis Defense</span>'''
+*<span style="font-size:large;">June, 2026: 丛瑞，郭鑫，刘欣桐，唐斌，宋易洋，何纪芃. 6名硕士生通过答辩.</span>&nbsp;<span style="font-size:large;">刘鑫楠，樊旭，刘嘉恒，李佳骏，马凯，赵雪，牛沐曦. 7名本科生通过答辩.</span>
+*<span style="font-size:large;">June, 2025: 刘天赐，林龙康，张家铭，钟椅，于浩坤，李晓菲. 6名硕士生通过答辩.&nbsp;苏晨（校优），郑力澜（校优），耿国淇，史传正，黄小亮，刘新月</span><span style="font-size:large;">. 6名本科生通过答辩.</span>
+*<span style="font-size:large;">June, 2024: 周俊康. 1名硕士生通过答辩. 马力（省优、校优），孟祥瑜，庞新媛，姜云帆，刘新宜，张文俊，王效禹</span><span style="font-size:large;">. 7名本科生通过答辩.</span>
+*<span style="font-size:large;">June, 2023: 刘裕勇（校优），朱渝，位佳茵，宋易洋，张超，王海彤，黄晓霞，孙拓，Abdulkadir&nbsp;Duran Adan</span><span style="font-size:large;">. 8名本科生、1名留学生通过答辩.</span>
+*<span style="font-size:large;">Dec,&nbsp; 2023: 杨舜. 1名硕士生</span><span style="font-size:large;">通过答辩.</span>
+*<span style="font-size:large;">June, 2022: 翁诗浩（校优），刘雨萌，刘文昌，黄渊卓，余江明，邱国容，毕乾祥，何纪芃，Kaiyr Galymzhan</span><span style="font-size:large;">. 8名本科生、1名留学生通过答辩.</span>
+*<span style="font-size:large;">June, 2021: 满建涛，张达斌，张震，张辰，马樊城，姜彤. 6名本科生通过答辩.</span>
+*<span style="font-size:large;">June, 2020: 杨朔（校优），陈洋，石慧，张印奎，王鹏程. 5名本科生通过答辩.</span>
+'''<span style="font-size:large;">News of Students</span>'''
+*'''<span style="color:#e67e22;"><span style="font-size:large;">Sep, 2026:&nbsp;one paper&nbsp;of Yun-fan Jiang has been accepted by 《IEEE Transactions on Affective Computing》, SCI (IF 11.3), Rank: CCF-B</span></span>'''
+*<span style="font-size:large;">Aug, 2026:&nbsp;one paper of Yang&nbsp;Gao has been accepted by NLPCC, Rank: CCF-C.&nbsp;研究生赵箐箐的一篇论文被《计算机科学与探索》录用, Rank: CCF-T2.&nbsp;one paper&nbsp;of Xinyi Liu&nbsp;has&nbsp;been accepted by PRICAI-26, Rank: CCF-C</span>
+*'''<span style="color:#e67e22;"><span style="font-size:large;">July, 2026:&nbsp;&nbsp;one paper of Jipeng&nbsp;He has been accepted by ACM MM, Rank: CCF-A.</span></span>'''
+*'''<span style="color:#e67e22;"><span style="font-size:large;">June, 2026:&nbsp;one paper&nbsp;of Rui&nbsp;Cong&nbsp;has been accepted by 《IEEE Transactions on Affective Computing》, SCI (IF 11.3), Rank: CCF-B</span></span>'''
+*<span style="font-size:large;">May, 2026:&nbsp;one paper&nbsp;of Bin Tang has been accepted by 《IEEE Transactions on Computational Social Systems》, SCI (IF 4.9), Rank: CCF-C</span>
+*<span style="font-size:large;">Apr, 2026:&nbsp;one paper&nbsp;of Xinyi Liu has been accepted by 《IEEE Transactions on Computational Social Systems》, SCI (IF 4.9), Rank: CCF-C</span>
+*<span style="font-size:large;">Jan, 2026:&nbsp;one paper&nbsp;of Xinnan Liu has been accepted by 《Information Processing &&nbsp;Management》, SCI (IF 6.9), Rank: CCF-B</span>
+*<span style="font-size:large;">Dec, 2025: one paper&nbsp;of Guoqi&nbsp;Geng has been accepted by 《Information Processing &&nbsp;Management》, SCI (IF 6.9), Rank: CCF-B</span>
+*'''<span style="color:#e67e22;"><span style="font-size:large;">Nov, 2025:&nbsp;&nbsp;one paper of Xin Guo has been accepted by AAAI, Rank: CCF-A.</span></span>'''
+*<span style="font-size:large;">Nov, 2025: 研究生郭鑫荣获国家奖学金</span>
+*<span style="font-size:large;">Oct, 2025:&nbsp;one paper of Xintong Liu has been accepted by ACM MM Asia, Rank: CCF-C.</span>
+*<span style="font-size:large;">Aug, 2025:&nbsp;one paper of Yiyang Sung has been accepted by PRCV, Rank: CCF-C.</span>
+*<span style="font-size:large;">April, 2025: one paper of Chen Su (undergraduate student) has been accepted by 《Journal of Intelligent Information Systems》, SCI (IF 2.3), Rank: CCF-C.</span>
+*<span style="font-size:large;">April, 2025: one paper&nbsp;of Yi Zhong&nbsp;have&nbsp;been accepted by IJCNN-25, Rank: CCF-C</span>
+*<span style="font-size:large;">March, 2025: one paper of Xin Guo has been accepted by 《Neural Networks》, SCI (IF 6), Rank: CCF-B.</span>
+*<span style="font-size:large;">Jan, 2025:&nbsp;one paper&nbsp;of Long-kang Lin has been accepted by 《Knowledge based Systems》, SCI (IF 7.2), Rank: CCF-C.&nbsp;one paper&nbsp;of Jia-ming Zhang has been accepted by 《Neurocomputing》, SCI (IF 5.5), Rank: CCF-C</span>
+*<span style="font-size:large;">Dec, 2024: 研究生刘欣桐荣获江南大学2024年“小米奖学金”</span>
+*<span style="font-size:large;">Dec, 2024: one paper&nbsp;of Rui Cong has been accepted by 《Neurocomputing》, SCI (IF 5.5), Rank: CCF-C</span>
+*<span style="font-size:large;">Nov, 2024: 本科生刘鑫楠等的一篇论文被《计算机工程与应用》录用，Rank: CCF-T2</span>
+*<span style="font-size:large;">Oct, 2024: one paper&nbsp;of Tian-ci Liu has been accepted by 《Information Processing &&nbsp;Management》, SCI (IF 7.4), Rank: CCF-B</span>
+*<span style="font-size:large;">Aug, 2024: two papers of Haokun Yu and Xiaofei Li have&nbsp;been accepted by PRICAI-24, Rank: CCF-C</span>
+*<span style="font-size:large;">July, 2024: 本科生姜云帆参加SigHan-2024评测论文被录用</span>
+*<span style="font-size:large;">March, 2024: 本科生刘新宜参加SemEval-2024评测论文被录用</span>
+*<span style="font-size:large;">Nov, 2023: 研究生周俊康荣获江南大学2023年“小米奖学金”</span>
+*<span style="font-size:large;">July, 2023: 研究生杨舜的一篇论文被《计算机科学与探索》录用, Rank: CCF-T2</span>
+*<span style="font-size:large;">Feb, 2023: one paper of Yue Jia&nbsp;has been accepted by TALLIP, Rank: CCF-C</span>
+*<span style="font-size:large;">Jan, 2023: 研究生周俊康的一篇论文被《中文信息学报》录用, Rank: CCF-T1</span>
+*<span style="font-size:large;">Aug, 2022: one paper of Wei Nie has been accepted by PRICAI-22, Rank: CCF-C</span>
+<font size="4">'''Competitions'''</font>
+*<span style="font-size:large;">2026年全国大学生计算机系统能力大赛-编译系统设计赛-编译系统挑战赛全国总决赛，三等奖。'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第七届全球校园人工智能算法精英大赛省级选拔赛算法挑战赛赛道“基于图书借阅数据的用户潜在借阅预测推荐”，二等奖。李雨芊，周新蕊，杨玲，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第七届全球校园人工智能算法精英大赛省级选拔赛算法挑战赛赛道“基于AI的智能旅行规划”，二等奖。姜云帆，刘新宜，高杨，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛全国总决赛Python程序设计研究生组，二等奖。何纪芃，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛全国总决赛C/C++程序设计研究生组，三等奖。郑俊杰，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，一等奖。何纪芃，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区C/C++程序设计研究生组，一等奖。郑俊杰，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区C/C++程序设计大学A组，二等奖。魏征征，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2025年第十六届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。刘欣桐，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024全国大学生计算机系统能力大赛-智能计算创新设计赛（先导杯）全国总决赛，三等奖。王天宇，程龙，祝毅杰，杨梓，'''陆恒杨'''（指导老师）</span>&nbsp;
+*<span style="font-size:large;">2024全国大学生计算机系统能力大赛编译系统设计赛（华为毕昇杯）全国总决赛功能挑战赛道，二等奖。杨梓，刘飞，程汉，丁海峰，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年江苏大学生创新大赛高教主赛道，三等奖。张理想，任远真，唐湘宜，赵亮，洪书颖，郭若彤，杨润东，吴杰，陈艺，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，一等奖。谢炳炎，张家铭，任硕研，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，二等奖。宋易洋，唐斌，郭鑫，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，二等奖。刘欣桐，丛瑞，何纪芃，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛项目实战赛-人工智能大学组全国赛，三等奖。李文杰，刘豫龙，董万里，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。刘欣桐，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。于浩坤，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2024年第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，三等奖。李晓菲，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2023年第六届开源创新大赛“开源案例教学赛道-特色化开源案例教学赛”二等奖。'''陆恒杨'''，何纪芃，丛瑞，杨茜茹</span>
+*<span style="font-size:large;">2023年第十四届蓝桥杯大赛专项赛暨首届“元境杯”元宇宙创想+数字内容创作大赛平面创意赛道（学生组），全国三等奖。刘鑫楠，王子硕，洪鑫宇，曹振洋，'''陆恒杨'''（指导教师）</span>
+*<span style="font-size:large;">2023年第十四届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Python程序设计研究生组，二等奖。赵雅苹，'''陆恒杨'''（指导老师）</span>
+*<span style="font-size:large;">2022年第十届全国大学生数字媒体科技作品及创意竞赛全国总决赛，三等奖。谭懿唯，韩茜，李子睿，张之涵，李鑫然，'''陆恒杨'''（指导教师），代成龙</span>
+*<span style="font-size:large;">2021, ICPC Regionals (Jinan Site), Bronze Medal. Zhu Wentao, Zhu Yu, Wang Lei, '''Lu Hengyang''' (coach)</span>
 <span style="font-size:x-large;">'''<span style="color:#c0392b;">Personal Interests</span>'''</span>

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