Title
Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Qi Zhou Jie Zhang Dongxia Wang Qiang Liu Tianlin Li Jin Song Dong Wenhai Wang Qing Guo SyDa 4 0 0 17 May 2025
Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering Praveen Venkateswaran Danish Contractor LLMSV LRM 21 0 0 17 May 2025
CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs Sijia Chen Xiaomin Li Mengxue Zhang Eric Hanchen Jiang Qingcheng Zeng Chen-Hsiang Yu AAML MU ELM 27 0 0 16 May 2025
Towards Self-Improvement of Diffusion Models via Group Preference Optimization Renjie Chen Wenfeng Lin Yichen Zhang Jiangchuan Wei Boyuan Liu Chao Feng Jiao Ran Mingyu Guo 12 0 0 16 May 2025
When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs Xiaomin Li Zhou Yu Zhiwei Zhang Xupeng Chen Ziji Zhang Yingying Zhuang Narayanan Sadagopan Anurag Beniwal LRM 12 0 0 16 May 2025
Empirically evaluating commonsense intelligence in large language models with large-scale human judgments Tuan Dung Nguyen Duncan J. Watts Mark E. Whiting ELM 29 0 0 15 May 2025
T2A-Feedback: Improving Basic Capabilities of Text-to-Audio Generation via Fine-grained AI Feedback Zehan Wang Ke Lei Chen Zhu Jiawei Huang Sashuai Zhou ... Xize Cheng Shengpeng Ji Zhenhui Ye Tao Jin Zhou Zhao 29 0 0 15 May 2025
WorldPM: Scaling Human Preference Modeling Binghui Wang Runji Lin Keming Lu Le Yu Zizhuo Zhang ... Xuanjing Huang Yu-Gang Jiang Bowen Yu Jingren Zhou Junyang Lin 24 0 0 15 May 2025
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 34 0 0 14 May 2025
System Prompt Optimization with Meta-Learning Yumin Choi Jinheon Baek Sung Ju Hwang LLMAG 52 0 0 14 May 2025
Ethics and Persuasion in Reinforcement Learning from Human Feedback: A Procedural Rhetorical Approach Shannon Lodoen Alexi Orchard 13 0 0 14 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 Chilimbi 31 0 0 13 May 2025
Improved Algorithms for Differentially Private Language Model Alignment Keyu Chen Hao Tang Qinglin Liu Yizhao Xu 31 0 0 13 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 52 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 29 0 0 12 May 2025
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models Rei Higuchi Taiji Suzuki 36 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 29 0 0 12 May 2025
Technical Report: Quantifying and Analyzing the Generalization Power of a DNN Yuxuan He Junpeng Zhang Lei Cheng Hongyuan Zhang Quanshi Zhang AI4CE 26 0 0 11 May 2025
Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes Zhuocheng Gong Jian Guan Wei Wu Huishuai Zhang Dongyan Zhao 66 1 0 08 May 2025
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment Xueyao Zhang Yijiao Wang Chaoren Wang Zehan Li Zhuo Chen Zhizheng Wu 152 0 0 07 May 2025
Fight Fire with Fire: Defending Against Malicious RL Fine-Tuning via Reward Neutralization Wenjun Cao AAML 44 0 0 07 May 2025
Policy-labeled Preference Learning: Is Preference Enough for RLHF? Taehyun Cho Seokhun Ju Seungyub Han Dohyeong Kim Kyungjae Lee Jungwoo Lee OffRL 29 0 0 06 May 2025
PARM: Multi-Objective Test-Time Alignment via Preference-Aware Autoregressive Reward Model Baijiong Lin Weisen Jiang Yuancheng Xu Hao Chen Ying-Cong Chen 28 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 41 0 0 06 May 2025
am-ELO: A Stable Framework for Arena-based LLM Evaluation Zirui Liu Jiatong Li Yan Zhuang Qiang Liu Shuanghong Shen Jie Ouyang Mingyue Cheng Shijin Wang 44 1 0 06 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra Shuaiwen Leon Song Ce Zhang James Zou ALM 38 0 0 05 May 2025
SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning Tianjian Li Daniel Khashabi 60 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 62 0 0 05 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 72 1 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 41 0 0 05 May 2025
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 45 0 0 05 May 2025
Inducing Robustness in a 2 Dimensional Direct Preference Optimization Paradigm Sarvesh Shashidhar Ritik Nachiketa Patil Suraj Racha Ganesh Ramakrishnan 24 0 0 03 May 2025
Cannot See the Forest for the Trees: Invoking Heuristics and Biases to Elicit Irrational Choices of LLMs Haoming Yang Ke Ma Xiaojun Jia Yingfei Sun Qianqian Xu Qingming Huang AAML 195 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 75 0 0 01 May 2025
Multivariate Conformal Selection Tian Bai Yue Zhao Xiang Yu Archer Y. Yang BDL 201 0 0 01 May 2025
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models Zhiting Fan Ruizhe Chen Zuozhu Liu 44 0 0 30 Apr 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Cheng Chen Jingbo Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 58 1 0 30 Apr 2025
Computational Reasoning of Large Language Models Haitao Wu Zongbo Han Joey Tianyi Zhou Huaxi Huang Changqing Zhang ELM LRM 62 0 0 29 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 Wagner AAML 70 0 0 28 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 181 0 0 28 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 81 0 0 27 Apr 2025
Contextual Online Uncertainty-Aware Preference Learning for Human Feedback Nan Lu Ethan X. Fang Junwei Lu 185 0 0 27 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 Xuzhao Li Kwan-Yee K. Wong LLMAG ReLM LRM 91 0 0 27 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 91 2 0 26 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 66 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 61 0 0 25 Apr 2025
Redefining Superalignment: From Weak-to-Strong Alignment to Human-AI Co-Alignment to Sustainable Symbiotic Society Feifei Zhao Yijiao 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 Feiyu Xiong Pengfei Li Shuang Wu Chong Li Junhao Zhu Hao Yang 37 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 63 0 0 23 Apr 2025