Group Robust Preference Optimization in Reward-free RLHF

Group Robust Preference Optimization in Reward-free RLHF

30 May 2024

Shyam Sundhar Ramesh

Iason Chaimalas

Pier Giuseppe Sessa

Haitham Bou-Ammar

Ilija Bogunovic

Papers citing "Group Robust Preference Optimization in Reward-free RLHF"

13 / 13 papers shown

Title
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 25 0 0 05 May 2025
Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning Kai Ye Hongyi Zhou Jin Zhu Francesco Quinzan C. Shi 20 0 0 03 Apr 2025
Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences Corby Rosset Ching-An Cheng Arindam Mitra Michael Santacroce Ahmed Hassan Awadallah Tengyang Xie 144 113 0 04 Apr 2024
Gemma: Open Models Based on Gemini Research and Technology Gemma Team Gemma Team Thomas Mesnard Cassidy Hardin Robert Dadashi Surya Bhupatiraju ... Armand Joulin Noah Fiedel Evan Senter Alek Andreev Kathleen Kenealy VLM LLMAG 123 415 0 13 Mar 2024
Active Preference Optimization for Sample Efficient RLHF Nirjhar Das Souradip Chakraborty Aldo Pacchiano Sayak Ray Chowdhury 24 13 0 16 Feb 2024
Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment Rui Yang Xiaoman Pan Feng Luo Shuang Qiu Han Zhong Dong Yu Jianshu Chen 92 65 0 15 Feb 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 159 437 0 02 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 230 291 0 18 Jan 2024
Crowd-PrefRL: Preference-Based Reward Learning from Crowds David Chhan Ellen R. Novoseller Vernon J. Lawhern 27 5 0 17 Jan 2024
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 147 143 0 11 Dec 2023
Sample Efficient Preference Alignment in LLMs via Active Exploration Viraj Mehta Vikramjeet Das Ojash Neopane Yijia Dai Ilija Bogunovic Ilija Bogunovic W. Neiswanger Stefano Ermon Jeff Schneider Willie Neiswanger OffRL 25 12 0 01 Dec 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019