Self-Play Preference Optimization for Language Model Alignment

1 May 2024

Quanquan Gu

Papers citing "Self-Play Preference Optimization for Language Model Alignment"

50 / 89 papers shown

Title
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models Rei Higuchi Taiji Suzuki 33 0 0 12 May 2025
WebThinker: Empowering Large Reasoning Models with Deep Research Capability X. Li Jiajie Jin Guanting Dong Hongjin Qian Yutao Zhu Yongkang Wu Ji-Rong Wen Zhao Cao LLMAG LRM 97 2 0 30 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Zekun Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Joey Tianyi Zhou Huaxiu Yao 63 1 0 27 Apr 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning J. T. Wang Jin Jiang Yang Liu M. Zhang Xunliang Cai LRM 37 0 0 18 Apr 2025
Training Small Reasoning LLMs with Cognitive Preference Alignment Wenrui Cai Chengyu Wang Junbing Yan Jun Huang Xiangzhong Fang LRM 26 1 0 14 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 45 2 0 12 Apr 2025
Bridging the Gap Between Preference Alignment and Machine Unlearning Xiaohua Feng Yuyuan Li Huwei Ji Jiaming Zhang L. Zhang Tianyu Du Chaochao Chen MU 43 0 0 09 Apr 2025
Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning Kai Ye Hongyi Zhou Jin Zhu Francesco Quinzan C. Shi 32 1 0 03 Apr 2025
Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization Zefeng Zhang Hengzhu Tang Jiawei Sheng Zhenyu Zhang Yiming Ren Zhenyang Li Dawei Yin Duohe Ma Tingwen Liu 47 0 0 23 Mar 2025
Robust Multi-Objective Controlled Decoding of Large Language Models Seongho Son William Bankes Sangwoong Yoon Shyam Sundhar Ramesh Xiaohang Tang Ilija Bogunovic 39 0 0 11 Mar 2025
RePO: ReLU-based Preference Optimization Junkang Wu Kexin Huang Xue Wang Jinyang Gao Bolin Ding Jiancan Wu Xiangnan He Xuben Wang 76 0 0 10 Mar 2025
SHAPE : Self-Improved Visual Preference Alignment by Iteratively Generating Holistic Winner Kejia Chen Jiawen Zhang Jiacong Hu Jiazhen Yang Jian Lou Zunlei Feng Mingli Song 69 0 0 06 Mar 2025
Preserving Cultural Identity with Context-Aware Translation Through Multi-Agent AI Systems Mahfuz Ahmed Anik Abdur Rahman Azmine Toushik Wasi Md Manjurul Ahsan 47 1 0 05 Mar 2025
AMPO: Active Multi-Preference Optimization Taneesh Gupta Rahul Madhavan Xuchao Zhang Chetan Bansal Saravan Rajmohan 55 0 0 25 Feb 2025
Discriminative Finetuning of Generative Large Language Models without Reward Models and Human Preference Data Siqi Guo Ilgee Hong Vicente Balmaseda Changlong Yu Liang Qiu Xin Liu Haoming Jiang Tuo Zhao Tianbao Yang 48 0 0 25 Feb 2025
Larger or Smaller Reward Margins to Select Preferences for Alignment? Kexin Huang Junkang Wu Ziqian Chen Xue Wang Jinyang Gao Bolin Ding Jiancan Wu Xiangnan He Xuben Wang 55 0 0 25 Feb 2025
Stackelberg Game Preference Optimization for Data-Efficient Alignment of Language Models Xu Chu Zhixin Zhang Tianyu Jia Yujie Jin 77 0 0 25 Feb 2025
Improving LLM General Preference Alignment via Optimistic Online Mirror Descent Yuheng Zhang Dian Yu Tao Ge Linfeng Song Zhichen Zeng Haitao Mi Nan Jiang Dong Yu 63 1 0 24 Feb 2025
C-3DPO: Constrained Controlled Classification for Direct Preference Optimization Kavosh Asadi Julien Han Xingzi Xu Dominique Perrault-Joncas Shoham Sabach Karim Bouyarmane Mohammad Ghavamzadeh 34 0 0 22 Feb 2025
IPO: Your Language Model is Secretly a Preference Classifier Shivank Garg Ayush Singh Shweta Singh Paras Chopra 145 1 0 22 Feb 2025
Faster WIND: Accelerating Iterative Best-of- $N$ Distillation for LLM Alignment Tong Yang Jincheng Mei H. Dai Zixin Wen Shicong Cen Dale Schuurmans Yuejie Chi Bo Dai 45 4 0 20 Feb 2025
Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF Shicong Cen Jincheng Mei Katayoon Goshvadi Hanjun Dai Tong Yang Sherry Yang Dale Schuurmans Yuejie Chi Bo Dai OffRL 65 23 0 20 Feb 2025
Multi-Step Alignment as Markov Games: An Optimistic Online Gradient Descent Approach with Convergence Guarantees Yongtao Wu Luca Viano Yihang Chen Zhenyu Zhu Kimon Antonakopoulos Quanquan Gu V. Cevher 54 0 0 18 Feb 2025
RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars Yuncheng Hua Lizhen Qu Zhuang Li Hao Xue Flora D. Salim Gholamreza Haffari ALM 132 0 0 17 Feb 2025
Game Theory Meets Large Language Models: A Systematic Survey Haoran Sun Yusen Wu Yukun Cheng Xu Chu LM&MA OffRL AI4CE 63 1 0 13 Feb 2025
Nearly Optimal Sample Complexity of Offline KL-Regularized Contextual Bandits under Single-Policy Concentrability Qingyue Zhao Kaixuan Ji Heyang Zhao Tong Zhang Q. Gu OffRL 45 0 0 09 Feb 2025
Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking Benjamin Feuer Micah Goldblum Teresa Datta Sanjana Nambiar Raz Besaleli Samuel Dooley Max Cembalest John P. Dickerson ALM 42 0 0 28 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 149 0 0 31 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Junge Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
DSTC: Direct Preference Learning with Only Self-Generated Tests and Code to Improve Code LMs Zhihan Liu Shenao Zhang Yongfei Liu Boyi Liu Yingxiang Yang Zhaoran Wang 113 2 0 20 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 62 48 1 15 Nov 2024
ProteinWeaver: A Divide-and-Assembly Approach for Protein Backbone Design Yiming Ma Fei Ye Yi Zhou Zaixiang Zheng Dongyu Xue Quanquan Gu 73 0 0 08 Nov 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 57 3 0 07 Nov 2024
COMAL: A Convergent Meta-Algorithm for Aligning LLMs with General Preferences Y. Liu Argyris Oikonomou Weiqiang Zheng Yang Cai Arman Cohan 40 1 0 30 Oct 2024
Matryoshka: Learning to Drive Black-Box LLMs with LLMs Changhao Li Yuchen Zhuang Rushi Qiang Haotian Sun H. Dai Chao Zhang Bo Dai LRM 26 4 0 28 Oct 2024
Fast Best-of-N Decoding via Speculative Rejection Hanshi Sun Momin Haider Ruiqi Zhang Huitao Yang Jiahao Qiu Ming Yin Mengdi Wang Peter L. Bartlett Andrea Zanette BDL 45 28 0 26 Oct 2024
Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment Mingzhi Wang Chengdong Ma Qizhi Chen Linjian Meng Yang Han Jiancong Xiao Zhaowei Zhang Jing Huo Weijie Su Yaodong Yang 32 4 0 22 Oct 2024
TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling Jiahao Qiu Yifu Lu Yifan Zeng Jiacheng Guo Jiayi Geng Huazheng Wang Kaixuan Huang Yue Wu Mengdi Wang 39 22 0 18 Oct 2024
Varying Shades of Wrong: Aligning LLMs with Wrong Answers Only Jihan Yao Wenxuan Ding Shangbin Feng Lucy Lu Wang Yulia Tsvetkov 32 0 0 14 Oct 2024
Unintentional Unalignment: Likelihood Displacement in Direct Preference Optimization Noam Razin Sadhika Malladi Adithya Bhaskar Danqi Chen Sanjeev Arora Boris Hanin 93 16 0 11 Oct 2024
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization Guanlin Liu Kaixuan Ji Ning Dai Zheng Wu Chen Dun Q. Gu Lin Yan Quanquan Gu Lin Yan OffRL LRM 48 9 0 11 Oct 2024
MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization Yougang Lyu Lingyong Yan Zihan Wang Dawei Yin Pengjie Ren Maarten de Rijke Z. Z. Ren 60 6 0 10 Oct 2024
Reward-Augmented Data Enhances Direct Preference Alignment of LLMs Shenao Zhang Zhihan Liu Boyi Liu Yuhang Zhang Yingxiang Yang Y. Liu Liyu Chen Tao Sun Ziyi Wang 101 3 0 10 Oct 2024
Self-Boosting Large Language Models with Synthetic Preference Data Qingxiu Dong Li Dong Xingxing Zhang Zhifang Sui Furu Wei SyDa 48 7 0 09 Oct 2024
Accelerated Preference Optimization for Large Language Model Alignment Jiafan He Huizhuo Yuan Q. Gu 26 1 0 08 Oct 2024
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF Zhaolin Gao Wenhao Zhan Jonathan D. Chang Gokul Swamy Kianté Brantley Jason D. Lee Wen Sun OffRL 58 3 0 06 Oct 2024
Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment Yifan Zhang Ge Zhang Yue Wu Kangping Xu Quanquan Gu 48 3 0 03 Oct 2024
Evaluation of Large Language Models for Summarization Tasks in the Medical Domain: A Narrative Review Emma Croxford Yanjun Gao Nicholas Pellegrino Karen K. Wong Graham Wills Elliot First Frank J. Liao Cherodeep Goswami Brian Patterson Majid Afshar HILM ELM LM&MA 37 1 0 26 Sep 2024
Just Say What You Want: Only-prompting Self-rewarding Online Preference Optimization Ruijie Xu Zhihan Liu Yongfei Liu Shipeng Yan Zhaoran Wang Zhi-Li Zhang Xuming He ALM 35 1 0 26 Sep 2024
Post-hoc Reward Calibration: A Case Study on Length Bias Zeyu Huang Zihan Qiu Zili Wang Edoardo M. Ponti Ivan Titov 40 5 0 25 Sep 2024