| 2026 | Static Models, Dynamic World: A Unified Perspective on Temporal Perception in Large Language Models. | Chenhao Li, Dandan Song, Changzhi Zhou, Jun Yang, Yuhang Tian, Huipeng Ma, Guangyuan Feng, Luan Zhang, Xudong Li, Ke Duan |
| 2026 | FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph. | Xiang Li, Penglei Sun, Wanyun Zhou, Zikai Wei, Yongqi Zhang, Xiaowen Chu |
| 2026 | AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts. | Keyu Li, Junhao Shi, Yang Xiao, Mohan Jiang, Jie Sun, Yunze Wu, Dayuan Fu, Shijie Xia, Xiaojie Cai, Tianze Xu, Weiye Si, Wenjie Li, Dequan Wang, Pengfei Liu |
| 2026 | Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection. | Yang Li, Qiang Sheng, Zhengjia Wang, Yehan Yang, Danding Wang, Juan Cao |
| 2026 | Measuring Large Language Models' Adversarial Behavior in Social Deduction Games. | Marissa Zhao Li, Esha Shivakumar, Peiran Wang, Ying Li, Yuan Tian |
| 2026 | Arg-LLaDA: Argument Summarization via Large Language Diffusion Models and Sufficiency-Aware Refinement. | Hao Li, Yizheng Sun, Viktor Schlegel, Kailai Yang, Riza Batista-Navarro, Goran Nenadic |
| 2026 | VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation. | Yixia Li, Yaqing Shi, Zhiwen Ruan, Dongdong Zhang, Lingjie Jiang, Shaohan Huang, Yun Chen, Guanhua Chen, Furu Wei |
| 2026 | Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs. | Yu Li, Xiaoran Shang, Qizhi Pei, Yun Zhu, Xin Gao, Honglin Lin, Zhanping Zhong, Zhuoshi Pan, Zheng Liu, Xiaoyang Wang, Conghui He, Dahua Lin, Feng Zhao, Lijun Wu |
| 2026 | CoTJudger: A Graph-Driven Framework for Automatic Evaluation of Chain-of-Thought Efficiency and Redundancy in LRMs. | Siyi Li, Jiajun Shi, Shiwen Ni, Ge Zhang, Shuaimin Li, Shijian Wang, Zhoufutu Wen, Yizhi Li, Hamid Alinejad-Rokny, Jiaheng Liu, Min Yang, Wenhao Huang |
| 2026 | ToxiTrace: Gradient-Aligned Training for Explainable Chinese Toxicity Detection. | Boyang Li, Hongzhe Shou, Yuanyuan Liang, Jingbin Zhang, Fang Zhou |
| 2026 | EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving. | Mukai Li, Linfeng Song, Zhenwen Liang, Jiahao Xu, Shansan Gong, Qi Liu, Haitao Mi, Dong Yu |
| 2026 | From Laboratory to Real-World Applications: Benchmarking Agentic Code Reasoning at the Repository Level. | Jia Li, Yuxin Su, Michael R. Lyu |
| 2026 | BoundRL: Efficient Token-level Structured Text Segmentation through Reinforced Boundary Generation. | Haoyuan Li, Zhengyuan Shen, Sullam Jeoung, Yueyan Chen, Jiayu Li, Qi Zhu, Shuai Wang, Vassilis N. Ioannidis, Huzefa Rangwala |
| 2026 | ProRank: Prompt Warmup via Reinforcement Learning for Small Language Models Reranking. | Xianming Li, Aamir Shakir, Rui Huang, Julius Lipp, Benjamin Clavi, Jing Li |
| 2026 | Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning. | Miao Li, Irina Saparina, Alexander Gurung, Mirella Lapata |
| 2026 | D-QRELO: Training- and Data-Free Delta Compression for Large Language Models via Quantization and Residual Low-Rank Approximation. | Junlin Li, Shuangyong Song, Guodong Du, Ngai Wong, Xuebo Liu, Yongxiang Li, Min Zhang, Jing Li, Xuelong Li |
| 2026 | CoSToM: Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models. | Mengfan Li, Xuanhua Shi, Yang Deng |
| 2026 | ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants. | ZhongDong Li, Weijie Shi, Yue Cui, Haolun Ma, Yuanjun Liu, Jiawei Li, An Liu, Jia Zhu, Jiajie Xu |
| 2026 | Reward Yourself: Efficient Self Rewards for Trustworthy Sampling. | Mingjie Li, Wai Man Si, Michael Backes, Yang Zhang |
| 2026 | Can LLM Safety Be Ensured by Constraining Parameter Regions? | Zongmin Li, Jian Su, Farah Benamara, Aixin Sun |
| 2026 | Model Internal Sleuthing: Finding Lexical Identity and Inflectional Features in Modern Language Models. | Michael Li, Nishant Subramani |
| 2026 | Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking. | Jingru Li, Wei Ren, Tianqing Zhu |
| 2026 | Lending Eyesight to Language Models: Modeling and Probing Human scanpath through Transformer Decoder. | Junlin Li, David Robert Reich, Yu-Yin Hsu |
| 2026 | DualGuard: Dual-stream Large Language Model Watermarking Defense against Paraphrase and Spoofing Attack. | Hao Li, Yubing Ren, Yanan Cao, Yingjie Li, Fang Fang, Shi Wang, Li Guo |
| 2026 | From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design. | Sha Li, Stefano Petrangeli, Yu Shen, Xiang Chen |