Robust Reinforcement Learning from Corrupted Human Feedback

Robust Reinforcement Learning from Corrupted Human Feedback

21 June 2024

Alexander Bukharin

Tuo Zhao

Papers citing "Robust Reinforcement Learning from Corrupted Human Feedback"

8 / 8 papers shown

Title
RIME: Robust Preference-based Reinforcement Learning with Noisy Preferences Jie Cheng Gang Xiong Xingyuan Dai Qinghai Miao Yisheng Lv Fei-Yue Wang 49 17 0 27 Feb 2024
Corruption Robust Offline Reinforcement Learning with Human Feedback Debmalya Mandal Andi Nika Parameswaran Kamalaruban Adish Singla Goran Radanović OffRL 55 11 0 09 Feb 2024
A General Theoretical Paradigm to Understand Learning from Human Preferences M. G. Azar Mark Rowland Bilal Piot Daniel Guo Daniele Calandriello Michal Valko Rémi Munos 68 580 0 18 Oct 2023
Robust Multi-Agent Reinforcement Learning via Adversarial Regularization: Theoretical Foundation and Stable Algorithms Alexander Bukharin Yan Li Yue Yu Qingru Zhang Zhehui Chen Simiao Zuo Chao Zhang Songan Zhang Tuo Zhao OOD AAML 37 18 0 16 Oct 2023
Reward Model Ensembles Help Mitigate Overoptimization Thomas Coste Usman Anwar Robert Kirk David M. Krueger NoLa ALM 35 126 0 04 Oct 2023
AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback Yann Dubois Xuechen Li Rohan Taori Tianyi Zhang Ishaan Gulrajani Jimmy Ba Carlos Guestrin Percy Liang Tatsunori B. Hashimoto ALM 53 569 0 22 May 2023
B-Pref: Benchmarking Preference-Based Reinforcement Learning Kimin Lee Laura M. Smith Anca Dragan Pieter Abbeel OffRL 54 95 0 04 Nov 2021
A General and Adaptive Robust Loss Function Jonathan T. Barron OOD DRL 53 536 0 11 Jan 2017

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