Title
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 60 0 0 05 May 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 31 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 27 1 0 12 Apr 2025
Information-Theoretic Reward Decomposition for Generalizable RLHF Liyuan Mao Haoran Xu Amy Zhang Weinan Zhang Chenjia Bai 28 0 0 08 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Z. Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 27 0 0 08 Apr 2025
Reward Shaping to Mitigate Reward Hacking in RLHF Jiayi Fu Xuandong Zhao Chengyuan Yao H. Wang Qi Han Yanghua Xiao 74 6 0 26 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 70 14 0 25 Nov 2024
RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization Hanyang Zhao Genta Indra Winata Anirban Das Shi-Xiong Zhang D. Yao Wenpin Tang Sambit Sahu 43 4 0 05 Oct 2024