Luhy：修订间差异

（未显示同一用户的62个中间版本）

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

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

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

*~~backdoor attack~~

*Multimodal Information Processing (OOD/CL/NCL)

*<~~span style="~~font-size~~:large;">cross-modal retrieval~~

*Affective Computing (MER/ERC/MSA)

*~~few-shot learning~~</~~span>~~

*Online Social Media Mining

*fine-grained sentimental analysis</span>

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

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

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

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*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.

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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

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''' Conferences'''

'''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]]

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

In Proceedings of''' ''' PRICAI'''-24'''. Kyoto, Japan, 2024: 121-126.

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]]

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'''Lu H''', Li X

In Proceedings of''' ''' PRICAI'''-24'''. Kyoto, Japan, 2024.

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]]

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'''Journals'''

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

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

'''24. 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]]

'''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.

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

'''23. ''''''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]]

'''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.

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

'''22. '''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]]

'''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.

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

'''21.'''''' 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]]

'''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.

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

'''20. 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]]

'''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

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

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

'''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

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

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

'''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]]

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

杨舜和  '''陆恒杨'''

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

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

'''17. ~~结合扩散模型图像编辑的图文检索后门攻击（录用）~~'''

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

~~杨舜和  ~~'''~~陆恒杨~~'''

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

'''~~计算机科学与探索~~''', 2023.

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

16.'' '''''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]]

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.

~~'''15. 基于提示调优的中文上位词发现（录用）'''[[https://github.com/jncsnlp/ProCHD CODE]]~~

~~周俊康, '''陆恒杨''', 刘哲 和方伟~~

~~'''中文信息学报''', 2023.~~

'''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]]

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'''Patents'''

'''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

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

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'''Journal'''

*Information Processing and Management, Editorial Board Member

*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

'''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

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

*Reviewer of KSEM 2023, ACML 2024, ICONIP 2024

*Reviewer of IEEE Transactions on Knowledge and Data Engineering, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Information Forensics and Security, IEEE Transactions on Computational Social Systems, IEEE Transactions on Affective Computing.

*Reviewer of ACM Computing Surveys, Journal

*Reviewer of Information Processing and Management, Journal

*Reviewer of Knowledge and Information Systems, Journal

*Reviewer of Applied Intelligence, Journal

*Reviewer of Journal of Computational Social Science, Journal

*Reviewer of Cybernetics and Systems, Journal

*Reviewer of Peer J Computer Science, Complexity, IEEE Access, Multivariate Behavioral Research

'''Teaching'''

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*Principle of Compiler. (for undergraduate students of CS Dept. Fall, 2019-2021, Spring, 2023~~, 2024，2025~~)

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

*Course Design of Principle of Compiler. (for undergraduate students of CS Dept. Summer, 2023~~, 2024，2025~~)

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

*Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023, ~~2024~~)

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

*Computer Ethics. (for undergraduate students of CS Dept. Spring, 2022~~, 2023,~~ 2024)

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

*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~~, 2021,~~ 2022)

*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)

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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

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2023

Rui Cong ~~丛瑞，Ji~~-peng He ~~何纪芃，Xing~~-tong Liu ~~刘欣桐，Xin~~ Guo ~~郭鑫，Bin~~ Tang ~~唐斌，Yi~~-yang ~~Song~~ 宋易洋

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，Tian~~-ci Liu ~~刘天赐，Hao~~-kun Yu ~~于浩坤，Yi~~ Zhong ~~钟椅，Long~~-kang Lin ~~林龙康，Jia~~-ming Zhang ~~张家铭~~

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

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'''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）~~

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

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'''Thesis Defense'''

*June, ~~2024~~: ~~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, 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, 2024: 周俊康. 1名硕士生通过答辩.

*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.

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'''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

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'''Competitions'''

*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）

*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）

Lhy（留言 | 贡献）

导航菜单

@@ 第16行： / 第16行： @@
 <span style="font-size:larger;">'''Currently '''@ School of Artificial Intelligence and Computer Science<br/> Jiangnan University</span>
-<span style="font-size:larger;">Postdoc&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; @ JNU&nbsp;from 2020-now<br/> Ph.D. Candidate @ 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>
+<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41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;">backdoor attack</span>
+*<span style="font-size:large;">Multimodal Information Processing (OOD/CL/NCL)</span>
-*<span style="font-size:large;">cross-modal retrieval</span>
+*<font size="4">Affective Computing (MER/ERC/MSA)</font>
-*<span style="font-size:large;">few-shot learning</span>
+*<font size="4">Online Social Media Mining</font>
-*<span style="font-size:large;">fine-grained sentimental analysis</span>
-*<font size="4">short text mining in online social media</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;">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>
@@ 第81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>
@@ 第95行： / 第109行： @@
 '''&nbsp;<span style="font-size:x-large;">Conferences</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>
@@ 第100行： / 第168行： @@
 <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.</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>
@@ 第106行： / 第174行： @@
 <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.</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>
@@ 第200行： / 第268行： @@
 '''<span style="font-size:x-large;">Journals</span>'''
-'''<span style="font-size:large;">25.&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]]</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>
@@ 第206行： / 第322行： @@
 <span style="font-size:large;">'''Neural Networks''', 2025, 188, 107427. (SCI, CCF B)</span>
-'''<span style="font-size:large;">24. 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;">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>
@@ 第212行： / 第328行： @@
 <span style="font-size:large;">'''Memetic Computing''', 2025, 117(4). (SCI)</span>
-'''<span style="font-size:large;">23.&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;">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>
@@ 第218行： / 第334行： @@
 <span style="font-size:large;">'''Knowledge based Systems''', 2025, 310, 113009. (SCI, CCF C)</span>
-'''<span style="font-size:large;">22.&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;">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>
@@ 第224行： / 第346行： @@
 <span style="font-size:large;">'''Neurocomputing''', 2025, 619, 129145. (SCI, CCF C)</span>
-'''<span style="font-size:large;">21.</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;">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>
@@ 第230行： / 第352行： @@
 <span style="font-size:large;">'''Information Processing and Management''', 2025, 62(1), 103917. (SCI, CCF B)</span>
-'''<span style="font-size:large;">20.&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;">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>
@@ 第236行： / 第370行： @@
 <span style="font-size:large;">'''Frontiers in Pediatrics''', 2024, 12. (SCI)</span>
-'''<span style="font-size:large;">19.&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;">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>
@@ 第242行： / 第376行： @@
 <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;">18.&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;">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;">Yan K, Fang W, '''Lu H''', Zhang X, Sun J, Wu X</span>
+<span style="font-size:large;">杨舜 和&nbsp;&nbsp;'''陆恒杨'''</span>
-<span style="font-size:large;">'''IEEE Transactions on Knowledge and Data Engineering''', 2023, 35(8): 8282-8299. (CCF A)</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;">17. 结合扩散模型图像编辑的图文检索后门攻击（录用）</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;">杨舜 和&nbsp;&nbsp;'''陆恒杨'''</span>
+<span style="font-size:large;">Yan K, Fang W, '''Lu H''', Zhang X, Sun J, Wu X</span>
-<span style="font-size:large;">'''计算机科学与探索''', 2023.</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;">16.</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-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;">15. 基于提示调优的中文上位词发现（录用）</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''', 2023.</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>
@@ 第351行： / 第479行： @@
 '''<span style="font-size:x-large;">Patents</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>
+<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>
@@ 第402行： / 第538行： @@
 ----
+'''<span style="font-size:large;">Journal</span>'''
+*<span style="font-size:large;">Information Processing and Management,&nbsp;Editorial Board Member</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;">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:large;">PC member of AAAI 2021, ECAI 2023, CVPR 2024-2025</span>
-*<span style="font-size:large;">Reviewer of KSEM 2023, ACML 2024, ICONIP 2024</span>
-*<span style="font-size:large;">Reviewer of&nbsp;IEEE Transactions on Knowledge and Data Engineering, IEEE Transactions on Neural Networks and Learning Systems,&nbsp;IEEE Transactions on Information Forensics and Security,&nbsp;IEEE Transactions on Computational Social Systems, IEEE Transactions on Affective Computing.</span>
-*<span style="font-size:large;">Reviewer of&nbsp;ACM Computing Surveys, Journal</span>
-*<span style="font-size:large;">Reviewer of&nbsp;Information Processing and Management, Journal</span>
-*<span style="font-size:large;">Reviewer of Knowledge and Information Systems, Journal</span>
-*<span style="font-size:large;">Reviewer of Applied Intelligence, Journal</span>
-*<span style="font-size:large;">Reviewer of&nbsp;Journal of Computational Social Science, Journal</span>
-*<span style="font-size:large;">Reviewer of&nbsp;Cybernetics and Systems, Journal</span>
-*<span style="font-size:large;">Reviewer of 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:x-large;">'''<span style="color:#c0392b;">Teaching</span>'''</span>
@@ 第420行： / 第561行： @@
 ----
-*<span style="font-size:large;">Principle of Compiler. (for undergraduate students of CS Dept. Fall, 2019-2021, Spring, 2023, 2024，2025)</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;">Course Design of Principle of Compiler. (for undergraduate students of CS Dept. Summer, 2023, 2024，2025)</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;">Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023, 2024)</span>
+*<span style="font-size:large;">Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-2026)</span>
-*<span style="font-size:large;">Computer Ethics. (for undergraduate students of CS Dept. Spring, 2022, 2023, 2024)</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;">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, 2021, 2022)</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>
@@ 第438行： / 第580行： @@
 '''<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>
@@ 第445行： / 第595行： @@
 <span style="font-size:large;">2023</span>
-<span style="font-size:large;">Rui Cong 丛瑞，Ji-peng He 何纪芃，Xing-tong Liu 刘欣桐，Xin Guo 郭鑫，Bin Tang 唐斌，Yi-yang Song 宋易洋</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，Tian-ci Liu 刘天赐，Hao-kun Yu 于浩坤，Yi Zhong 钟椅，Long-kang Lin 林龙康，Jia-ming Zhang 张家铭</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>
@@ 第462行： / 第612行： @@
 '''<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）</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>
@@ 第477行： / 第635行： @@
 '''<span style="font-size:large;">Thesis Defense</span>'''
-*<span style="font-size:large;">June, 2024: 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, 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, 2024: 周俊康. 1名硕士生通过答辩.</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>
@@ 第487行： / 第646行： @@
 '''<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>
@@ 第505行： / 第677行： @@
 <font size="4">'''Competitions'''</font>
-*<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>
+*<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>

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