Publication Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li ICML 2026 | April 2026
Publication LiveMathematicianBench: A Live Benchmark for Mathematician-Level Reasoning with Proof Sketches Linyang He, Qiyao Yu, Hanze Dong, Baohao Liao, Xinxing Xu, Micah Goldblum, Jiang Bian, N. Mesgarani 2026 COLM | April 2026
Publication Quotient-Space Diffusion Model Yixian Xu, Yusong Wang, Shengjie Luo, Kaiyuan Gao, Tianyu He, Di He, Chang Liu ICLR 2026 | April 2026
Publication Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical Perspective Siwei Wang, Yifei Shen, Haoran Sun, Shi Feng, Shang-Hua Teng, Li Dong, Yaru Hao, Wei Chen The 14th International Conference on Learning Representations (ICLR) | April 2026
Publication A Decade-Scale Benchmark Evaluating LLMs’ Clinical Practice Guidelines Detection and Adherence in Multi-turn Conversations Andong Tan, Shuyun Dai, Jinglu Wang, Fengtao Zhou, Yan Lu, Xi (Ada) Wang, Ying-Che Chen, Can Yang, Shujie Liu, Hao Chen March 2026 arXiv | March 2026
Publication HiSpatial: Taming Hierarchical 3D Spatial Understanding in Vision-Language Models Huizhi Liang, Yichao Shen, Yu Deng, Sicheng Xu, Zhiyuan Feng, Tong Zhang, Yaobo Liang, Jiaolong Yang CVPR 2026 | March 2026
Publication Lost in Stories: Consistency Bugs in Long Story Generation by LLMs Junjie Li, Xinru Guo, Yuhao Wu, Roy Ka-Wei Lee, Hongzhi Li, Yutao Xie March 2026 arXiv | March 2026
Publication Online Experiential Learning for Language Models Tianzhu Ye, Li Dong, Qingxiu Dong, Xun Wu, Shaohan Huang, Furu Wei arXiv: Computation and Language | March 2026, Vol 2603(16856)
Publication Temperature as a Meta-Policy: Adaptive Temperature in LLM Reinforcement Learning Haoran Dang, Cuiling Lan, Hai Wan, Xibin Zhao, Yan Lu ICLR 2026 | February 2026
Publication Controlled LLM Training on Spectral Sphere Tian Xie, Haoming Luo, Haoyu Tang, Yiwen Hu, Jason Klein Liu, Qingnan Ren, Yang Wang, Wayne Xin Zhao, Rui Yan, Bing Su, Chong Luo, Baining Guo ICML 2026 | January 2026