Publication The Price Reversal Phenomenon: When Cheaper Reasoning Models End Up Costing More Lingjiao Chen, Chi Zhang, Yeye He, Ion Stoica, Matei A. Zaharia, James Zou March 2026
Publication Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang March 2026
Publication ActPrompt: In-Domain Feature Adaptation via Action Cues for Video Temporal Grounding Yubin Wang, Xinyang Jiang, De Cheng, Dongsheng Li, Cairong Zhao IEEE Transactions on Image Processing | March 2026, Vol 35: pp. 2714-2726
Publication Scaling Data Difficulty: Improving Coding Models via Reinforcement Learning on Fresh and Challenging Problems Zongqian Li, Tengchao Lv, Shaohan Huang, Yixuan Su, Qinzheng Sun, Qiufeng Yin, Ying Xin, Scarlett Li, Lei Cui, Nigel Collier, Furu Wei March 2026
Publication LUMINA: LLM-Guided GPU Architecture Exploration via Bottleneck Analysis Tao Zhang, Rui Ma, Shuotao Xu, Yongqiang Xiong, Peng Cheng 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
Publication Sparse-BitNet: 1.58-bit LLMs are Naturally Friendly to Semi-Structured Sparsity Di Zhang, Xun Wu, Shaohan Huang, Yudong Wang, Hanyong Shao, Yingbo Hao, Zewen Chi, Li Dong, Ting Song, Yan Xia, Zhifang Sui, Furu Wei March 2026
Publication SlideSparse: Fast and Flexible (2N-2):2N Structured Sparsity Hanyong Shao, Yingbo Hao, Ting Song, Yan Xia, Di Zhang, Shaohan Huang, Xun Wu, Songcheng Xu, Le Xu, Li Dong, Zewen Chi, Yinxue Zou, Furu Wei March 2026
Publication Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search Yifei Zhang, Xu Yang, Xiao Yang, Bowen Xian, Qizheng Li, Shikai Fang, Jingyuan Li, Jian Wang, Mingrui Xu, Weiqing Liu, Jiang Bian March 2026 Github
Publication Learning to Draft: Adaptive Speculative Decoding with Reinforcement Learning Jiebin Zhang, Zhenghan Yu, Liang Wang, Nan Yang, Eugene J. Yu, Zheng Li, Yifan Song, Dawei Zhu, Xingxing Zhang, Furu Wei, Sujian Li March 2026
