Title
Token-level Accept or Reject: A Micro Alignment Approach for Large Language Models Y. Zhang Yu Yu Bo Tang Yu Zhu Chuxiong Sun ... Jie Hu Zipeng Xie Zhiyu Li Feiyu Xiong Edward Chung 75 0 0 26 May 2025
LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models Fengqi Zhu Rongzhen Wang Shen Nie Xiaolu Zhang Chunwei Wu ... Jun Zhou Jianfei Chen Yankai Lin Ji-Rong Wen Chongxuan Li 173 0 0 25 May 2025
Bridging Supervised Learning and Reinforcement Learning in Math Reasoning Huayu Chen Kaiwen Zheng Qinsheng Zhang Ganqu Cui Yin Cui Haotian Ye Tsung-Yi Lin Ming-Yu Liu Jun Zhu Haoxiang Wang OffRL LRM 231 2 0 23 May 2025
ExeSQL: Self-Taught Text-to-SQL Models with Execution-Driven Bootstrapping for SQL Dialects Jipeng Zhang Haolin Yang Kehao Miao Ruiyuan Zhang Renjie Pi Jiahui Gao Xiaofang Zhou 168 0 0 22 May 2025
RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs Soumya Rani Samineni Durgesh Kalwar Karthik Valmeekam Kaya Stechly Subbarao Kambhampati OffRL 92 1 0 19 May 2025
Flow-GRPO: Training Flow Matching Models via Online RL Jie Liu Gongye Liu Jiajun Liang Yongqian Li Jiaheng Liu Xinyu Wang Pengfei Wan Di Zhang Wanli Ouyang AI4CE 177 4 0 08 May 2025
Scalable Chain of Thoughts via Elastic Reasoning Yuhui Xu Hanze Dong Lei Wang Doyen Sahoo Junnan Li Caiming Xiong OffRL LRM 102 5 0 08 May 2025
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Jiarui Yao Yifan Hao Hanning Zhang Hanze Dong Wei Xiong Nan Jiang Tong Zhang LRM 132 1 0 05 May 2025
Process Reward Models That Think Muhammad Khalifa Rishabh Agarwal Lajanugen Logeswaran Jaekyeom Kim Hao Peng Moontae Lee Honglak Lee Lu Wang OffRL ALM LRM 103 4 0 23 Apr 2025
InstructEngine: Instruction-driven Text-to-Image Alignment Xingyu Lu Yihan Hu Yuanxing Zhang Kaiyu Jiang Changyi Liu ... Bin Wen C. Yuan Fan Yang Yan Li Di Zhang 107 0 0 14 Apr 2025
Information-Theoretic Reward Decomposition for Generalizable RLHF Liyuan Mao Haoran Xu Amy Zhang Weinan Zhang Chenjia Bai 86 0 0 08 Apr 2025
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning Taiwei Shi Yiyang Wu Linxin Song Dinesh Manocha Jieyu Zhao LRM 149 12 0 07 Apr 2025
OASST-ETC Dataset: Alignment Signals from Eye-tracking Analysis of LLM Responses Angela Lopez-Cardona Sebastian Idesis Miguel Barreda-Ángeles Sergi Abadal Ioannis Arapakis 135 0 0 13 Mar 2025
UC-MOA: Utility-Conditioned Multi-Objective Alignment for Distributional Pareto-Optimality Zelei Cheng Xin-Qiang Cai Yuting Tang Pushi Zhang Boming Yang Masashi Sugiyama Xinyu Xing 136 0 0 10 Mar 2025
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling Yiwen Ding Zhiheng Xi Wei He Zhuoyuan Li Yitao Zhai Xiaowei Shi Xunliang Cai Tao Gui Qi Zhang Xuanjing Huang LRM 138 5 0 24 Feb 2025
Training a Generally Curious Agent Fahim Tajwar Yiding Jiang Abitha Thankaraj Sumaita Sadia Rahman J. Zico Kolter Jeff Schneider Ruslan Salakhutdinov 198 3 0 24 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 118 4 0 20 Feb 2025
CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image Generation Minghao Fu Guo-Hua Wang Liangfu Cao Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 54 0 0 18 Feb 2025
NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions Weizhe Yuan Jane Dwivedi-Yu Song Jiang Karthik Padthe Yang Li ... Ilia Kulikov Kyunghyun Cho Yuandong Tian Jason Weston Xian Li ReLM LRM 109 19 0 18 Feb 2025
A Critical Look At Tokenwise Reward-Guided Text Generation Ahmad Rashid Ruotian Wu Julia Grosse Agustinus Kristiadi Pascal Poupart OffRL 135 0 0 17 Feb 2025
Small Models Struggle to Learn from Strong Reasoners Yuetai Li Xiang Yue Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Bhaskar Ramasubramanian Radha Poovendran LRM 106 29 0 17 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq Joty Furu Wei LRM 192 13 0 17 Feb 2025
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 195 9 0 29 Jan 2025
BoKDiff: Best-of-K Diffusion Alignment for Target-Specific 3D Molecule Generation Ali Khodabandeh Yalabadi Mehdi Yazdani-Jahromi O. Garibay 98 0 0 28 Jan 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 130 18 0 28 Jan 2025
Improving Video Generation with Human Feedback Jie Liu Gongye Liu Jiajun Liang Ziyang Yuan Xiaokun Liu ... Pengfei Wan Di Zhang Kun Gai Yujiu Yang Wanli Ouyang VGen EGVM 140 22 0 23 Jan 2025
AdaDiff: Adaptive Step Selection for Fast Diffusion Models Hui Zhang Zuxuan Wu Zhen Xing Jie Shao Yu-Gang Jiang 127 11 0 31 Dec 2024
LLM-Personalize: Aligning LLM Planners with Human Preferences via Reinforced Self-Training for Housekeeping Robots Dongge Han Trevor A. McInroe Adam Jelley Stefano V. Albrecht Peter Bell Amos Storkey 104 12 0 31 Dec 2024
Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets Zhen Liu Tim Z. Xiao Weiyang Liu Yoshua Bengio Dinghuai Zhang 179 5 0 10 Dec 2024
DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling Xin Xie Dong Gong 139 1 0 01 Dec 2024
Reward Fine-Tuning Two-Step Diffusion Models via Learning Differentiable Latent-Space Surrogate Reward Zhiwei Jia Yuesong Nan Huixi Zhao Gengdai Liu EGVM 159 1 0 22 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 158 1 0 12 Nov 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 218 6 0 07 Nov 2024
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation Bohan Lyu Yadi Cao Duncan Watson-Parris Leon Bergen Taylor Berg-Kirkpatrick Rose Yu 119 4 0 01 Nov 2024
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning Lang Cao Chao Peng Renhong Chen Wu Ning Yingtian Zou Yitong Li LRM 79 0 0 18 Oct 2024
Preference Optimization with Multi-Sample Comparisons Chaoqi Wang Zhuokai Zhao Chen Zhu Karthik Abinav Sankararaman Michal Valko ... Zhaorun Chen Madian Khabsa Yuxin Chen Hao Ma Sinong Wang 115 10 0 16 Oct 2024
Taming Overconfidence in LLMs: Reward Calibration in RLHF Jixuan Leng Chengsong Huang Banghua Zhu Jiaxin Huang 98 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 445 3 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 115 12 0 11 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 86 7 0 10 Oct 2024
FlashMask: Efficient and Rich Mask Extension of FlashAttention Guoxia Wang Jinle Zeng Xiyuan Xiao Siming Wu Jiabin Yang Lujing Zheng Zeyu Chen Jiang Bian Dianhai Yu Haifeng Wang 360 2 0 02 Oct 2024
Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models Angela Lopez-Cardona Carlos Segura Alexandros Karatzoglou Sergi Abadal Ioannis Arapakis ALM 131 4 0 02 Oct 2024
Uncertainty-aware Reward Model: Teaching Reward Models to Know What is Unknown Xingzhou Lou Dong Yan Wei Shen Yuzi Yan Jian Xie Junge Zhang 185 27 0 01 Oct 2024
PersonalLLM: Tailoring LLMs to Individual Preferences Thomas P. Zollo Andrew Siah Naimeng Ye Ang Li Hongseok Namkoong 85 13 0 30 Sep 2024
Cross-lingual Human-Preference Alignment for Neural Machine Translation with Direct Quality Optimization Kaden Uhlig Joern Wuebker Raphael Reinauer John DeNero 88 0 0 26 Sep 2024
RRM: Robust Reward Model Training Mitigates Reward Hacking Tianqi Liu Wei Xiong Jie Jessie Ren Lichang Chen Junru Wu ... Yuan Liu Bilal Piot Abe Ittycheriah Aviral Kumar Mohammad Saleh AAML 81 21 0 20 Sep 2024
From Lists to Emojis: How Format Bias Affects Model Alignment Xuanchang Zhang Wei Xiong Lichang Chen Dinesh Manocha Heng Huang Tong Zhang ALM 90 14 0 18 Sep 2024
Personality Alignment of Large Language Models Minjun Zhu Linyi Yang Yue Zhang Yue Zhang ALM 110 7 0 21 Aug 2024
Variational Best-of-N Alignment Afra Amini Tim Vieira Ryan Cotterell Ryan Cotterell BDL 85 22 0 08 Jul 2024
HAF-RM: A Hybrid Alignment Framework for Reward Model Training Shujun Liu Xiaoyu Shen Yuhang Lai Siyuan Wang Shengbin Yue Zengfeng Huang Xuanjing Huang Zhongyu Wei 74 1 0 04 Jul 2024