Title
InfoPO: On Mutual Information Maximization for Large Language Model Alignment Teng Xiao Zhen Ge Sujay Sanghavi Tian Wang Julian Katz-Samuels Marc Versage Qingjun Cui Trishul M. Chilimbi 19 0 0 13 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 37 0 0 05 May 2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 32 1 0 17 Apr 2025
PEO: Improving Bi-Factorial Preference Alignment with Post-Training Policy Extrapolation Yuxuan Liu 35 0 0 03 Mar 2025
RLTHF: Targeted Human Feedback for LLM Alignment Yifei Xu Tusher Chakraborty Emre Kıcıman Bibek Aryal Eduardo Rodrigues ... Rafael Padilha Leonardo Nunes Shobana Balakrishnan Songwu Lu Ranveer Chandra 98 1 0 24 Feb 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 87 14 0 28 Jan 2025
ConTrans: Weak-to-Strong Alignment Engineering via Concept Transplantation Weilong Dong Xinwei Wu Renren Jin Shaoyang Xu Deyi Xiong 54 6 0 31 Dec 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 57 46 1 15 Nov 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
SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment Qin Liu Fei Wang Chaowei Xiao Muhao Chen 76 0 0 18 Oct 2024
RMB: Comprehensively Benchmarking Reward Models in LLM Alignment Enyu Zhou Guodong Zheng B. Wang Zhiheng Xi Shihan Dou ... Yurong Mou Rui Zheng Tao Gui Qi Zhang Xuanjing Huang ALM 54 14 0 13 Oct 2024
Simultaneous Reward Distillation and Preference Learning: Get You a Language Model Who Can Do Both Abhijnan Nath Changsoo Jung Ethan Seefried Nikhil Krishnaswamy 78 1 0 11 Oct 2024
Unintentional Unalignment: Likelihood Displacement in Direct Preference Optimization Noam Razin Sadhika Malladi Adithya Bhaskar Danqi Chen Sanjeev Arora Boris Hanin 89 12 0 11 Oct 2024
Reward-Augmented Data Enhances Direct Preference Alignment of LLMs Shenao Zhang Zhihan Liu Boyi Liu Y. Zhang Yingxiang Yang Y. Liu Liyu Chen Tao Sun Z. Wang 87 2 0 10 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 67 5 0 09 Oct 2024
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning Chongyu Fan Jiancheng Liu Licong Lin Jinghan Jia Ruiqi Zhang Song Mei Sijia Liu MU 43 15 0 09 Oct 2024
Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models Wenxuan Zhang Philip H. S. Torr Mohamed Elhoseiny Adel Bibi 51 9 0 27 Aug 2024
Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates Hui Wei Shenghua He Tian Xia Andy H. Wong Jingyang Lin Mei Han Mei Han ALM ELM 59 23 0 23 Aug 2024
Prompt Refinement with Image Pivot for Text-to-Image Generation Jingtao Zhan Qingyao Ai Yiqun Liu Yingwei Pan Ting Yao Jiaxin Mao Shaoping Ma Tao Mei EGVM 19 4 0 28 Jun 2024
ARES: Alternating Reinforcement Learning and Supervised Fine-Tuning for Enhanced Multi-Modal Chain-of-Thought Reasoning Through Diverse AI Feedback Ju-Seung Byun Jiyun Chun Jihyung Kil Andrew Perrault ReLM LRM 27 1 0 25 Jun 2024
Babysit A Language Model From Scratch: Interactive Language Learning by Trials and Demonstrations Ziqiao Ma Zekun Wang Joyce Chai 45 2 0 22 May 2024
ChatGLM-RLHF: Practices of Aligning Large Language Models with Human Feedback Zhenyu Hou Yiin Niu Zhengxiao Du Xiaohan Zhang Xiao Liu ... Qinkai Zheng Minlie Huang Hongning Wang Jie Tang Yuxiao Dong ALM 22 17 0 01 Apr 2024
Do Large Language Models Mirror Cognitive Language Processing? Yuqi Ren Renren Jin Tongxuan Zhang Deyi Xiong 36 4 0 28 Feb 2024
Natural Language Reinforcement Learning Xidong Feng Ziyu Wan Mengyue Yang Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 35 3 0 11 Feb 2024
Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning Zhiheng Xi Wenxiang Chen Boyang Hong Senjie Jin Rui Zheng ... Xinbo Zhang Peng Sun Tao Gui Qi Zhang Xuanjing Huang LRM 32 20 0 08 Feb 2024
Reasons to Reject? Aligning Language Models with Judgments Weiwen Xu Deng Cai Zhisong Zhang Wai Lam Shuming Shi ALM 16 14 0 22 Dec 2023
RLHFPoison: Reward Poisoning Attack for Reinforcement Learning with Human Feedback in Large Language Models Jiong Wang Junlin Wu Muhao Chen Yevgeniy Vorobeychik Chaowei Xiao AAML 13 12 0 16 Nov 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 36 518 0 03 Sep 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 215 1,727 0 07 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 579 0 06 Apr 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 303 11,881 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,402 0 28 Jan 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 1,583 0 18 Sep 2019
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,724 0 26 Sep 2016