Summary of Generalized Preference Optimization: a Unified Approach to Offline Alignment, by Yunhao Tang et al.
Generalized Preference Optimization: A Unified Approach to Offline Alignmentby Yunhao Tang, Zhaohan Daniel Guo, Zeyu…
Summary of Personalized Language Modeling From Personalized Human Feedback, by Xinyu Li et al.
Personalized Language Modeling from Personalized Human Feedbackby Xinyu Li, Ruiyang Zhou, Zachary C. Lipton, Liu…
Summary of A Theoretical Framework For Partially Observed Reward-states in Rlhf, by Chinmaya Kausik et al.
A Theoretical Framework for Partially Observed Reward-States in RLHFby Chinmaya Kausik, Mirco Mutti, Aldo Pacchiano,…
Summary of Brain: Bayesian Reward-conditioned Amortized Inference For Natural Language Generation From Feedback, by Gaurav Pandey et al.
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedbackby Gaurav Pandey, Yatin Nandwani,…
Summary of Uni-rlhf: Universal Platform and Benchmark Suite For Reinforcement Learning with Diverse Human Feedback, by Yifu Yuan et al.
Uni-RLHF: Universal Platform and Benchmark Suite for Reinforcement Learning with Diverse Human Feedbackby Yifu Yuan,…
Summary of Dense Reward For Free in Reinforcement Learning From Human Feedback, by Alex J. Chan et al.
Dense Reward for Free in Reinforcement Learning from Human Feedbackby Alex J. Chan, Hao Sun,…
Summary of Improving Reinforcement Learning From Human Feedback with Efficient Reward Model Ensemble, by Shun Zhang et al.
Improving Reinforcement Learning from Human Feedback with Efficient Reward Model Ensembleby Shun Zhang, Zhenfang Chen,…
Summary of Iterative Data Smoothing: Mitigating Reward Overfitting and Overoptimization in Rlhf, by Banghua Zhu et al.
Iterative Data Smoothing: Mitigating Reward Overfitting and Overoptimization in RLHFby Banghua Zhu, Michael I. Jordan,…
Summary of Secrets Of Rlhf in Large Language Models Part Ii: Reward Modeling, by Binghai Wang et al.
Secrets of RLHF in Large Language Models Part II: Reward Modelingby Binghai Wang, Rui Zheng,…
Summary of Uncertainty-penalized Reinforcement Learning From Human Feedback with Diverse Reward Lora Ensembles, by Yuanzhao Zhai et al.
Uncertainty-Penalized Reinforcement Learning from Human Feedback with Diverse Reward LoRA Ensemblesby Yuanzhao Zhai, Han Zhang,…