Title
Language Agents Mirror Human Causal Reasoning Biases. How Can We Help Them Think Like Scientists? Anthony GX-Chen Dongyan Lin Mandana Samiei Doina Precup Blake A. Richards Rob Fergus Kenneth Marino CML LRM 13 0 0 14 May 2025
Ethics and Persuasion in Reinforcement Learning from Human Feedback: A Procedural Rhetorical Approach Shannon Lodoen Alexi Orchard 4 0 0 14 May 2025
Improved Algorithms for Differentially Private Language Model Alignment Keyu Chen Hao Tang Qinglin Liu Yizhao Xu 9 0 0 13 May 2025
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
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models Rei Higuchi Taiji Suzuki 26 0 0 12 May 2025
On the Robustness of Reward Models for Language Model Alignment Jiwoo Hong Noah Lee Eunki Kim Guijin Son Woojin Chung Aman Gupta Shao Tang James Thorne 24 0 0 12 May 2025
DanceGRPO: Unleashing GRPO on Visual Generation Zeyue Xue Jie Wu Yu Gao Fangyuan Kong Lingting Zhu ... Zhiheng Liu Wei Liu Qiushan Guo Weilin Huang Ping Luo EGVM VGen 47 0 0 12 May 2025
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning Zhehao Zhang Weijie Xu Fanyou Wu Chandan K. Reddy 24 0 0 12 May 2025
Towards the Three-Phase Dynamics of Generalization Power of a DNN Yuxuan He Junpeng Zhang Hongyuan Zhang Quanshi Zhang AI4CE 21 0 0 11 May 2025
Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes Zhuocheng Gong Jian-Yu Guan Wei Yu Wu Huishuai Zhang Dongyan Zhao 59 1 0 08 May 2025
Fight Fire with Fire: Defending Against Malicious RL Fine-Tuning via Reward Neutralization Wenjun Cao AAML 42 0 0 07 May 2025
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment Xueyao Zhang Y. Wang Chaoren Wang Z. Li Zhuo Chen Zhizheng Wu 73 0 0 07 May 2025
PARM: Multi-Objective Test-Time Alignment via Preference-Aware Autoregressive Reward Model Baijiong Lin Weisen Jiang Yuancheng Xu Hao Chen Ying Chen 21 0 0 06 May 2025
am-ELO: A Stable Framework for Arena-based LLM Evaluation Zirui Liu Jiatong Li Yan Zhuang Q. Liu Shuanghong Shen Jie Ouyang Mingyue Cheng Shijin Wang 30 0 0 06 May 2025
Policy-labeled Preference Learning: Is Preference Enough for RLHF? Taehyun Cho Seokhun Ju Seungyub Han Dohyeong Kim Kyungjae Lee Jungwoo Lee OffRL 24 0 0 06 May 2025
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making Jake Grigsby Yuke Zhu Michael S Ryoo Juan Carlos Niebles OffRL VLM 34 0 0 06 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 70 1 0 05 May 2025
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 25 0 0 05 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
SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning Tianjian Li Daniel Khashabi 53 0 0 05 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 50 0 0 05 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra S. Song Ce Zhang James Y. Zou ALM 27 0 0 05 May 2025
Cannot See the Forest for the Trees: Invoking Heuristics and Biases to Elicit Irrational Choices of LLMs Haoming Yang Ke Ma X. Jia Yingfei Sun Qianqian Xu Q. Huang AAML 92 0 0 03 May 2025
Inducing Robustness in a 2 Dimensional Direct Preference Optimization Paradigm Sarvesh Shashidhar Ritik Nachiketa Patil Suraj Racha Ganesh Ramakrishnan 15 0 0 03 May 2025
DeepCritic: Deliberate Critique with Large Language Models Wenkai Yang Jingwen Chen Yankai Lin Ji-Rong Wen ALM LRM 30 0 0 01 May 2025
Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks Vishnu Sarukkai Zhiqiang Xie Kayvon Fatahalian LLMAG 68 0 0 01 May 2025
Multivariate Conformal Selection Tian Bai Yue Zhao Xiang Yu Archer Y. Yang BDL 84 0 0 01 May 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu C. L. P. Chen J. Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 53 0 0 30 Apr 2025
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models Zhiting Fan Ruizhe Chen Zuozhu Liu 44 0 0 30 Apr 2025
Turing Machine Evaluation for Large Language Model Haitao Wu Zongbo Han Huaxi Huang Changqing Zhang ELM LRM 62 0 0 29 Apr 2025
LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation Beizhe Hu Qiang Sheng Juan Cao Yang Li Danding Wang 75 0 0 28 Apr 2025
JailbreaksOverTime: Detecting Jailbreak Attacks Under Distribution Shift Julien Piet Xiao Huang Dennis Jacob Annabella Chow Maha Alrashed Geng Zhao Zhanhao Hu Chawin Sitawarin Basel Alomair David A. Wagner AAML 63 0 0 28 Apr 2025
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu X. Li Kwan-Yee Kenneth Wong LLMAG ReLM LRM 82 0 0 27 Apr 2025
Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors Ren-Wei Liang Chin-Ting Hsu Chan-Hung Yu Saransh Agrawal Shih-Cheng Huang Shang-Tse Chen Kuan-Hao Huang Shao-Hua Sun 76 0 0 27 Apr 2025
Contextual Online Uncertainty-Aware Preference Learning for Human Feedback Nan Lu Ethan X. Fang Junwei Lu 81 0 0 27 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong X. Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Yu Jiang ALM ELM 84 0 0 26 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 61 0 0 25 Apr 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 54 0 0 25 Apr 2025
Redefining Superalignment: From Weak-to-Strong Alignment to Human-AI Co-Alignment to Sustainable Symbiotic Society Feifei Zhao Y. Wang Enmeng Lu Dongcheng Zhao Bing Han ... Chao Liu Yaodong Yang Yi Zeng Boyuan Chen Jinyu Fan 83 0 0 24 Apr 2025
DIMT25@ICDAR2025: HW-TSC's End-to-End Document Image Machine Translation System Leveraging Large Vision-Language Model Zhanglin Wu Tengfei Song Ning Xie W. Zhang Pengfei Li Shuang Wu C. Li Junhao Zhu Hao-Yu Yang 30 0 0 24 Apr 2025
Safety Pretraining: Toward the Next Generation of Safe AI Pratyush Maini Sachin Goyal Dylan Sam Alex Robey Yash Savani Yiding Jiang Andy Zou Zacharcy C. Lipton J. Zico Kolter 50 0 0 23 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 87 0 0 23 Apr 2025
Target Concrete Score Matching: A Holistic Framework for Discrete Diffusion Ruixiang Zhang Shuangfei Zhai Yizhe Zhang James Thornton Zijing Ou Joshua M. Susskind Navdeep Jaitly DiffM 33 0 0 23 Apr 2025
ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models using Pareto High-quality Data Haoran Gu Handing Wang Yi Mei Mengjie Zhang Yaochu Jin 27 1 0 23 Apr 2025
Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging Shi Jie Yu Sehyun Choi MoMe 45 0 0 23 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Li Cao Weiping Wang ReLM LRM 30 0 0 22 Apr 2025
Insights from Verification: Training a Verilog Generation LLM with Reinforcement Learning with Testbench Feedback N. Wang Bingkun Yao Jie Zhou Yuchen Hu Xi Wang Nan Guan Zhe Jiang OffRL 22 0 0 22 Apr 2025
Establishing Reliability Metrics for Reward Models in Large Language Models Yizhou Chen Yawen Liu Xuesi Wang Qingtao Yu Guangda Huzhang Anxiang Zeng Han Yu Zhiming Zhou 30 0 0 21 Apr 2025
DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution Miaomiao Cai Simiao Li Wei Li X. Y. Huang Hanting Chen Jie Hu Yunhe Wang 27 0 0 21 Apr 2025
A Framework for Benchmarking and Aligning Task-Planning Safety in LLM-Based Embodied Agents Yuting Huang Leilei Ding Zhipeng Tang Tianfu Wang Xinrui Lin W. Zhang Mingxiao Ma Yanyong Zhang LLMAG 35 0 0 20 Apr 2025