2025 "reward modeling" Papers

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Advancing LLM Reasoning Generalists with Preference Trees

Lifan Yuan, Ganqu Cui, Hanbin Wang et al.

ICLR 2025posterarXiv:2404.02078

Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO

Chengzhuo Tong, Ziyu Guo, Renrui Zhang et al.

NeurIPS 2025posterarXiv:2505.17017

Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing

Yisong Xiao, Aishan Liu, Siyuan Liang et al.

NeurIPS 2025posterarXiv:2510.01243

HelpSteer2-Preference: Complementing Ratings with Preferences

Zhilin Wang, Alexander Bukharin, Olivier Delalleau et al.

ICLR 2025posterarXiv:2410.01257

Measuring memorization in RLHF for code completion

Jamie Hayes, I Shumailov, Billy Porter et al.

ICLR 2025posterarXiv:2406.11715

PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment

Daiwei Chen, Yi Chen, Aniket Rege et al.

ICLR 2025poster

Rethinking Reward Modeling in Preference-based Large Language Model Alignment

Hao Sun, Yunyi Shen, Jean-Francois Ton

ICLR 2025poster

Variational Best-of-N Alignment

Afra Amini, Tim Vieira, Elliott Ash et al.

ICLR 2025posterarXiv:2407.06057

VICtoR: Learning Hierarchical Vision-Instruction Correlation Rewards for Long-horizon Manipulation

Kuo-Han Hung, Pang-Chi Lo, Jia-Fong Yeh et al.

ICLR 2025posterarXiv:2405.16545