| 2026 | On the Role of Discriminative Models in Generative Relation Extraction. | Guozheng Li, Peng Wang, Zijie Xu, Jing Zhou, Jiajun Liu, Ziyu Shang |
| 2026 | Solver-Independent Automated Problem Formulation via LLMs for High-Cost Simulation-Driven Design. | Yuchen Li, Handing Wang, Bing Xue, Mengjie Zhang, Yaochu Jin |
| 2026 | Think before Go: Hierarchical Reasoning for Image-goal Navigation. | Pengna Li, Kangyi Wu, Shaoqing Xu, Fang Li, Lin Zhao, Long Chen, Zhi-Xin Yang, Nanning Zheng |
| 2026 | Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting. | Siyuan Li, Yunjia Wu, Yiyong Xiao, Pingyang Huang, Peize Li, Ruitong Liu, Yan Wen, Te Sun |
| 2026 | Uncovering Sentiment Analysis Circuit in Large Language Model. | Shichen Li, Zhouyang Wang, Zhongqing Wang, Peifeng Li |
| 2026 | PAR²-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering. | Xingyu Li, Rongguang Wang, Yuying Wang, Mengqing Guo, Chenyang Li, Tao Sheng, Sujith Ravi, Dan Roth |
| 2026 | From Word to World: Can Large Language Models be Implicit Text-based World Models? | Yixia Li, Hongru Wang, Jiahao Qiu, Zhenfei Yin, Dongdong Zhang, Cheng Qian, Zeping Li, Xiaoteng Ma, Guanhua Chen, Heng Ji |
| 2026 | On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference. | Zhengyi Li, Yakai Wang, Jingwen Leng, Kang Yang, Yu Yu, Jiaping Gui, Yu Feng, Ning Liu, Minyi Guo |
| 2026 | Beyond Benchmarks: A Capability-Based Maturity Model for Systematic AI Integration in Hospitals. | Rui Li, Xiaofen Wu, Mingqian Liu, Xiaoxia Song, Xiangjun Xu, Jiacheng Qiao, Boqin Zhuang, Xu Chen |
| 2026 | MARS²: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation. | Pengfei Li, Shijie Wang, Fangyuan Li, Yikun Fu, Kaifeng Liu, Kaiyan Zhang, Dazhi Zhang, Yuqiang Li, Biqing Qi, Bowen Zhou |
| 2026 | Taming Actor-Observer Asymmetry in Agents via Dialectical Alignment. | Bobo Li, Rui Wu, Zibo Ji, Meishan Zhang, Hao Fei, Min Zhang, Mong-Li Lee, Wynne Hsu |
| 2026 | Trait Activation in Silicon: A Situation-Aware Framework for Psychologically Grounded Role-Playing. | Zuolong Li, Pingyu Wu, Xianwen Huang, Tianyi Wei, Wenbo Zhou |
| 2026 | Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning. | Bo Li, Mingda Wang, Gexiang Fang, Shikun Zhang, Wei Ye |
| 2026 | What's Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews. | Fanxiao Li, Jiaying Wu, Tingchao Fu, Dayang Li, Herun Wan, Wei Zhou, Min-Yen Kan |
| 2026 | The Best of Both Worlds: Combining Parallel and Sequential Inference Scaling via Aggregation Fine-Tuning. | Yafu Li, Zhilin Wang, Tingchen Fu, Ganqu Cui, Sen Yang, Yu Cheng |
| 2026 | CoLA: A Choice Leakage Attack Framework to Expose Privacy Risks in Subset Training. | Qi Li, Cheng-Long Wang, Yinzhi Cao, Di Wang |
| 2026 | Behavioral Consistency Validation for LLM Agents: An Analysis of Trading-Style Switching through Stock-Market Simulation. | Zeping Li, Guancheng Wan, Keyang Chen, Yu Chen, Yiwen Zhao, Philip Torr, Guangnan Ye, Zhenfei Yin, Hongfeng Chai |
| 2026 | AGGC: Adaptive Group Gradient Clipping for Stabilizing Large Language Model Training. | Zhiyuan Li, Yuan Wu, Yi Chang |
| 2026 | Semi-Supervised Diseased Detection from Speech Dialogues with Multi-Level Data Modeling. | Xingyuan Li, Mengyue Wu |
| 2026 | DeCoVec: Building Decoding Space based Task Vector for Large Language Models via In-Context Learning. | Feiyang Li, Yile Wang |
| 2026 | Edit-Aware Reward Modeling for Chinese Grammatical Error Correction. | Yilin Li, Xiaojun Wan |
| 2026 | Perplexity-Aware Data Scaling Law: Perplexity Landscapes Predict Performance for Continual Pre-training. | Lei Liu, Hao Zhu, Xiaoyan Yang, Yue Shen, Zhixuan Chu, Jian Wang, Jinjie Gu, Kui Ren |
| 2026 | MetaScale: Test-Time Scaling with Evolving Meta-Thoughts. | Qin Liu, Wenxuan Zhou, Nan Xu, James Y. Huang, Fei Wang, Sheng Zhang, Hoifung Poon, Muhao Chen |
| 2026 | Temporal Evidence Chain for Temporal Knowledge Graph Question Answering with Large Language Models. | Shihao Liu, Xiaofei Zhou, Bo Wang, Geyuan Zhang |
| 2026 | AlphaEdit+: Model Editing in the Presence of Conflicting and Inconsistent Knowledge. | Qing Liu, Jianhao Zhang, Ou Wu, Michael K.-P. Ng, Yi Du |