Title
Reinforcement Learning for Machine Learning Engineering Agents Sherry Yang Joy He-Yueya Percy Liang 16 0 0 01 Sep 2025
Hermes 4 Technical Report Ryan Teknium Roger Jin Jai Suphavadeeprasit Dakota Mahan Jeffrey Quesnelle Joe Li Chen Guang Shannon Sands Karan Malhotra 34 0 0 25 Aug 2025
GRAM: A Generative Foundation Reward Model for Reward Generalization Chenglong Wang Yang Gan Yifu Huo Yongyu Mu Qiaozhi He ... Bei Li Tong Xiao Chunliang Zhang Tongran Liu Jingbo Zhu ALM OffRL LRM 139 5 0 17 Jun 2025
PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier Y. Jiang Yuwen Xiong Yufeng Yuan Chao Xin Wenyuan Xu Yu Yue Qianchuan Zhao Lin Yan LRM 165 0 0 12 Jun 2025
RewardAnything: Generalizable Principle-Following Reward Models Zhuohao Yu Jiali Zeng Weizheng Gu Yidong Wang Jindong Wang Fandong Meng Jie Zhou Yue Zhang Shikun Zhang Wei Ye LRM 207 3 0 04 Jun 2025
Incentivizing LLMs to Self-Verify Their Answers Fuxiang Zhang Jiacheng Xu Chaojie Wang Ce Cui Yang Liu Bo An ReLM LRM 114 0 0 02 Jun 2025
Text2Grad: Reinforcement Learning from Natural Language Feedback Hanyang Wang Lu Wang Chaoyun Zhang Tianjun Mao Si Qin Qingwei Lin Saravan Rajmohan Dongmei Zhang 136 0 0 28 May 2025
Flex-Judge: Text-Only Reasoning Unleashes Zero-Shot Multimodal Evaluators Jongwoo Ko S. Kim Sungwoo Cho Se-Young Yun ELM LRM 283 0 0 24 May 2025
Distilling the Implicit Multi-Branch Structure in LLMs' Reasoning via Reinforcement Learning Shicheng Xu Liang Pang Yunchang Zhu Jia Gu Zihao Wei Jingcheng Deng Feiyang Pan Huawei Shen Xueqi Cheng OffRL LRM 229 0 0 22 May 2025
Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought Tencent Hunyuan Team Ao Liu Botong Zhou Can Xu Chayse Zhou ... Bingxin Qu Bolin Ni Boyu Wu Chen Li Cheng-peng Jiang MoE LRM AI4CE 228 3 0 21 May 2025
J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization Austin Xu Yilun Zhou Xuan-Phi Nguyen Caiming Xiong Shafiq Joty ELM LRM 270 1 0 19 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 136 4 0 05 May 2025
Process Reward Models That Think Muhammad Khalifa Rishabh Agarwal Lajanugen Logeswaran Jaekyeom Kim Hao Peng Moontae Lee Honglak Lee Lu Wang OffRL ALM LRM 251 17 0 23 Apr 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 545 0 0 17 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 188 17 0 12 Apr 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 347 16 0 18 Mar 2025
PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing Cheng Deng Luoyang Sun Jiwen Jiang Yongcheng Zeng Xinjian Wu ... Haoyang Li Lei Chen Lionel M. Ni Jun Wang Jun Wang 552 2 0 15 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Bo Liu Yunxiang Li Yangqiu Song Hanjing Wang Linyi Yang ... Jun Wang Jun Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 199 20 0 12 Mar 2025
Simulating the Real World: A Unified Survey of Multimodal Generative Models Yuqi Hu Longguang Wang Xian Liu L. Chen Yuwei Guo Yukai Shi Ce Liu Anyi Rao Zeyu Wang Hui Xiong VGen SyDa 71 4 0 06 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang Tiejun Zhao LRM 175 3 0 06 Mar 2025
Sentence-level Reward Model can Generalize Better for Aligning LLM from Human Preference Wenjie Qiu Yi-Chen Li Xuqin Zhang Tianyi Zhang Yiming Zhang Zongzhang Zhang Yang Yu ALM 204 2 0 01 Mar 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Joey Tianyi Zhou ELM 267 6 0 03 Feb 2025
Self-Generated Critiques Boost Reward Modeling for Language Models Yue Yu Zhengxing Chen Aston Zhang L Tan Chenguang Zhu ... Suchin Gururangan Chao-Yue Zhang Melanie Kambadur Dhruv Mahajan Rui Hou LRM ALM 322 30 0 25 Nov 2024
Natural Language Reinforcement Learning Xidong Feng Bo Liu Mengyue Yang Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 132 7 0 11 Feb 2024