Main papers of RLHF

A Survey of Reinforcement Learning from Human Feedback

Open Problems and Fundamental Limitations of Reinforcement...

RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Secrets of RLHF in Large Language Models Part I: PPO

Secrets of RLHF in Large Language Models Part II: Reward Modeling

RLHF Deciphered: A Critical Analysis of Reinforcement Learning...

RLHF Variants

arxiv.org

Towards Understanding the Influence of Reward Margin on Preference...

Safe RLHF: Safe Reinforcement Learning from Human Feedback

Mitigating Reward Hacking via Information-Theoretic Reward Modeling

MaxMin-RLHF: Towards Equitable Alignment of Large Language Models...

Nash Learning from Human Feedback

Distributional Preference Learning: Understanding and Accounting...

Based on the previous paper:

Crowd-PrefRL: Preference-Based Reward Learning from Crowds

Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct...

Provable Multi-Party Reinforcement Learning with Diverse Human Feedback