2026
Attention Sinks and Outliers in Attention Residuals
Haozheng Luo⭐️, Haoran Dai⭐️, Ching-Yuen Huang⭐️, Shaoyang Zhang, Xi Chen, Eric Hanchen Jiang, Yijiang Li, Chenghao Qiu, Chenwei Xu, Zhenyu Pan, Haotian Zhang, Binghui Wang, Yan Chen
The 40th Annual Conference on Neural Information Processing Systems (NeurIPS) 2026 2 citations
Attention Sinks and Outliers in Attention Residuals
Haozheng Luo⭐️, Haoran Dai⭐️, Ching-Yuen Huang⭐️, Shaoyang Zhang, Xi Chen, Eric Hanchen Jiang, Yijiang Li, Chenghao Qiu, Chenwei Xu, Zhenyu Pan, Haotian Zhang, Binghui Wang, Yan Chen
The 40th Annual Conference on Neural Information Processing Systems (NeurIPS) 2026 2 citations
LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models
Xi Zhu, Haochen Xue, Ziwei Zhao, Wujiang Xu, Jingyuan Huang, Minghao Guo, Qifan Wang, Kaixiong Zhou, Yongfeng Zhang
The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP) 2026 51 citations
LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models
Xi Zhu, Haochen Xue, Ziwei Zhao, Wujiang Xu, Jingyuan Huang, Minghao Guo, Qifan Wang, Kaixiong Zhou, Yongfeng Zhang
The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP) 2026 51 citations
Decoupled Alignment for Robust Plug-and-Play Adaptation
Haozheng Luo, Jiahao Yu, Wenxin Zhang, Jialong Li, Chenghao Qiu, Yimin Wang, Eric Hanchen Jiang, Ching-Yuen Huang, Chenwei Xu, Jerry Yao-Chieh Hu, Yan Chen, Binghui Wang, Xinyu Xing, Han Liu
COLM 2026 Workshop on Efficient Reasoning 2026 13 citations
Decoupled Alignment for Robust Plug-and-Play Adaptation
Haozheng Luo, Jiahao Yu, Wenxin Zhang, Jialong Li, Chenghao Qiu, Yimin Wang, Eric Hanchen Jiang, Ching-Yuen Huang, Chenwei Xu, Jerry Yao-Chieh Hu, Yan Chen, Binghui Wang, Xinyu Xing, Han Liu
COLM 2026 Workshop on Efficient Reasoning 2026 13 citations
MemRec: Collaborative Memory-Augmented Agentic Recommender System
Weixin Chen, Yuhan Zhao, Jingyuan Huang, Zihe Ye, Clark Mingxuan Ju, Tong Zhao, Neil Shah, Li Chen, Yongfeng Zhang
The 64th Annual Meeting of the Association for Computational Linguistics (ACL) 2026 22 citations
🏆 Recognized as "the strongest competitor" among LLM-based methods by Meta's MARS paper.
MemRec: Collaborative Memory-Augmented Agentic Recommender System
Weixin Chen, Yuhan Zhao, Jingyuan Huang, Zihe Ye, Clark Mingxuan Ju, Tong Zhao, Neil Shah, Li Chen, Yongfeng Zhang
The 64th Annual Meeting of the Association for Computational Linguistics (ACL) 2026 22 citations
🏆 Recognized as "the strongest competitor" among LLM-based methods by Meta's MARS paper.
From Aggregation to Selection: User-Validated Distributed Social Recommendation
Jingyuan Huang, Dan Luo, Zihe Ye, Weixin Chen, Minghao Guo, Yongfeng Zhang
HCRS @ WWW 2026 (Oral) 4 citations
From Aggregation to Selection: User-Validated Distributed Social Recommendation
Jingyuan Huang, Dan Luo, Zihe Ye, Weixin Chen, Minghao Guo, Yongfeng Zhang
HCRS @ WWW 2026 (Oral) 4 citations
Node-as-Agent: Graph Agentic Network
Minghao Guo, Xi Zhu, Haochen Xue, Chong Zhang, Shuhang Lin, Jingyuan Huang, Ziyi Ye, Yongfeng Zhang
HCRS @ WWW 2026 4 citations
Node-as-Agent: Graph Agentic Network
Minghao Guo, Xi Zhu, Haochen Xue, Chong Zhang, Shuhang Lin, Jingyuan Huang, Ziyi Ye, Yongfeng Zhang
HCRS @ WWW 2026 4 citations
H-Mem: Hybrid Multi-Dimensional Memory Management for Long-Context Conversational Agents
Zihe Ye, Jingyuan Huang, Weixin Chen, Yongfeng Zhang
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL) 2026
H-Mem: Hybrid Multi-Dimensional Memory Management for Long-Context Conversational Agents
Zihe Ye, Jingyuan Huang, Weixin Chen, Yongfeng Zhang
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL) 2026
2025
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Hanrong Zhang, Jingyuan Huang, Kai Mei, Yifei Yao, Zhenting Wang, Chenlu Zhan, Hongwei Wang, Yongfeng Zhang
The 13th International Conference on Learning Representations (ICLR) 2025 500 citations
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Hanrong Zhang, Jingyuan Huang, Kai Mei, Yifei Yao, Zhenting Wang, Chenlu Zhan, Hongwei Wang, Yongfeng Zhang
The 13th International Conference on Learning Representations (ICLR) 2025 500 citations
Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?
Mingyu Jin⭐️, Qinkai Yu⭐️, Jingyuan Huang⭐️, Qingcheng Zeng⭐️, Zhenting Wang, Wenyue Hua, Haiyan Zhao, Kai Mei, Yanda Meng, Kaize Ding, Fan Yang, Mengnan Du, Yongfeng Zhang
Proceedings of the 31st International Conference on Computational Linguistics (COLING) 2025 187 citations
Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?
Mingyu Jin⭐️, Qinkai Yu⭐️, Jingyuan Huang⭐️, Qingcheng Zeng⭐️, Zhenting Wang, Wenyue Hua, Haiyan Zhao, Kai Mei, Yanda Meng, Kaize Ding, Fan Yang, Mengnan Du, Yongfeng Zhang
Proceedings of the 31st International Conference on Computational Linguistics (COLING) 2025 187 citations
2024
TGOnline: Enhancing Temporal Graph Learning with Adaptive Online Meta-Learning
Ruijie Wang, Jingyuan Huang, Yutong Zhang, Jinyang Li, Yufeng Wang, Wanyu Zhao, Shengzhong Liu, Charith Mendis, Tarek Abdelzaher
The 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) 2024 9 citations
TGOnline: Enhancing Temporal Graph Learning with Adaptive Online Meta-Learning
Ruijie Wang, Jingyuan Huang, Yutong Zhang, Jinyang Li, Yufeng Wang, Wanyu Zhao, Shengzhong Liu, Charith Mendis, Tarek Abdelzaher
The 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) 2024 9 citations
2022
Representation and Extraction of Physics Knowledge Based on Knowledge Graph and Embedding-Combined Text Classification for Cooperative Learning
Jialin Shang⭐️, Jingyuan Huang⭐️, Shihua Zeng⭐️, Jian Zhang, Hongwei Wang
2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD) 2022 6 citations
Representation and Extraction of Physics Knowledge Based on Knowledge Graph and Embedding-Combined Text Classification for Cooperative Learning
Jialin Shang⭐️, Jingyuan Huang⭐️, Shihua Zeng⭐️, Jian Zhang, Hongwei Wang
2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD) 2022 6 citations