Luhy：修订间差异

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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:

*~~cross-modal retrieval~~

*Multimodal Information Processing (OOD/CL/NCL)

*<~~span style="~~font-size~~:large;">OOD detection~~

*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'''

----

*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.

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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

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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]]

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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]]

'''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.

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'''Journals'''

'''33.'''''  '''''Don't Judge From a Single Perspective: LVLM-Based Multiview Multimodal Fake News Detection'''[[https://ieeexplore.ieee.org/document/11543470 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.

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'''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]]

'''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.

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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

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*Information Processing and Management, Editorial Board Member

*Reviewer of 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

*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 KSEM 2023, ACML 2024, ICONIP 2024, PRCV 2025

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

'''Others'''

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*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, 2023-2026)

*Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-~~2025~~)

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

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

*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)

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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

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2023

Rui Cong 丛瑞（小米），Ji-peng He ~~何纪芃，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

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

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2022

Xinnan Liu 刘鑫楠（南京理工大学 ~~保研）~~

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

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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），Xiangyu~~ Meng 孟祥瑜（湖南大学保研）

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, ~~2025~~: ~~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, 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.

*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: 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, 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, 2024: 周俊康~~. ~~1名硕士生通过答辩~~.

*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

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'''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）

@@ 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;">cross-modal retrieval</span>
+*<span style="font-size:large;">Multimodal Information Processing (OOD/CL/NCL)</span>
-*<span style="font-size:large;">OOD detection</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>
@@ 第92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>
@@ 第107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>
@@ 第114行： / 第128行： @@
 <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]]</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>
@@ 第254行： / 第268行： @@
 '''<span style="font-size:x-large;">Journals</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]]</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>
@@ 第260行： / 第286行： @@
 <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]]</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>
@@ 第453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>
@@ 第511行： / 第541行： @@
 *<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 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;</span><span style="font-size:large;">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;">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 KSEM 2023, ACML 2024, ICONIP 2024, PRCV 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>'''
@@ 第533行： / 第563行： @@
 *<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, 2023-2026)</span>
-*<span style="font-size:large;">Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-2025)</span>
+*<span style="font-size:large;">Natural Language Processing. (for undergraduate students of CS Dept. Fall, 2023-2026)</span>
-*<span style="font-size:large;">Introduction to Smart City Technology. (for undergraduate students of CS Dept. Fall, 2025)</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>
@@ 第550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>
@@ 第561行： / 第595行： @@
 <span style="font-size:large;">2023</span>
-<span style="font-size:large;">Rui Cong 丛瑞（小米），Ji-peng He 何纪芃，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;">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>
@@ 第581行： / 第615行： @@
 <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）</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>
@@ 第589行： / 第623行： @@
 <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），Xiangyu Meng 孟祥瑜（湖南大学 保研）</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601行： / 第635行： @@
 '''<span style="font-size:large;">Thesis Defense</span>'''
-*<span style="font-size:large;">June, 2025: 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, 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.</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: 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, 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, 2024: 周俊康. 1名硕士生通过答辩.</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613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>
@@ 第640行： / 第677行： @@
 <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>

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