Title
Teaching Language Models to Evolve with Users: Dynamic Profile Modeling for Personalized Alignment Weixiang Zhao Xingyu Sui Yulin Hu Jiahe Guo Haixiao Liu Biye Li Yanyan Zhao Bing Qin Ting Liu OffRL 14 0 0 21 May 2025
Will AI Tell Lies to Save Sick Children? Litmus-Testing AI Values Prioritization with AIRiskDilemmas Yu Ying Chiu Zhilin Wang Sharan Maiya Yejin Choi Kyle Fish Sydney Levine Evan Hubinger 7 0 0 20 May 2025
PromptPrism: A Linguistically-Inspired Taxonomy for Prompts Sullam Jeoung Yueyan Chen Yi Zhang Shuai Wang Haibo Ding Lin Lee Cheong 12 0 0 19 May 2025
GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning Yong-Jin Liu Shengfang Zhai Mingzhe Du Yulin Chen Tri Cao ... Xuzhao Li Kun Wang Junfeng Fang Jiaheng Zhang Bryan Hooi OffRL LRM 16 0 0 16 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 33 0 0 12 May 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models Jing Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Heng Chang Jun Zhu MLLM 223 0 0 25 Apr 2025
Safety in Large Reasoning Models: A Survey Cheng Wang Yong-Jin Liu Yangqiu Song Duzhen Zhang Zechao Li Junfeng Fang Bryan Hooi LRM 239 2 0 24 Apr 2025
Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions Saffron Huang Esin Durmus Miles McCain Kunal Handa Alex Tamkin Jerry Hong Michael Stern Arushi Somani Xiuruo Zhang Deep Ganguli VLM 59 2 0 21 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Zhilin Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 32 0 0 08 Apr 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang Ran Xu Shirong Ma Chong Ruan Ziwei Sun Yang Liu Y. Wu OffRL LRM 46 19 0 03 Apr 2025
Safe RLHF-V: Safe Reinforcement Learning from Multi-modal Human Feedback Yalan Qin Xiuying Chen Rui Pan Han Zhu C. Zhang ... Chi-Min Chan Sirui Han Yike Guo Yiran Yang Yaodong Yang OffRL 82 4 0 22 Mar 2025
A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications Jian Guan Jian Wu Jia-Nan Li Chuanqi Cheng Wei Wu LM&MA 91 0 0 21 Mar 2025
From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment Jia-Nan Li Jian Guan Songhao Wu Wei Wu Rui Yan 70 1 0 19 Mar 2025
Training Plug-n-Play Knowledge Modules with Deep Context Distillation Lucas Caccia Alan Ansell Edoardo Ponti Ivan Vulić Alessandro Sordoni SyDa 265 0 0 11 Mar 2025
A Multimodal Benchmark Dataset and Model for Crop Disease Diagnosis Xiang Liu Zhaoxiang Liu Huan Hu Zezhou Chen Kohou Wang Ning Wang Kai Wang 43 1 0 10 Mar 2025
Alchemist: Towards the Design of Efficient Online Continual Learning System Yuyang Huang Yuhan Liu Haryadi S. Gunawi Beibin Li Changho Hwang CLL OnRL 106 0 0 03 Mar 2025
Societal Alignment Frameworks Can Improve LLM Alignment Karolina Stañczak Nicholas Meade Mehar Bhatia Hattie Zhou Konstantin Böttinger ... Timothy P. Lillicrap Ana Marasović Sylvie Delacroix Gillian K. Hadfield Siva Reddy 227 0 0 27 Feb 2025
ANPMI: Assessing the True Comprehension Capabilities of LLMs for Multiple Choice Questions Gyeongje Cho Yeonkyoung So Jaejin Lee ELM 62 0 0 26 Feb 2025
Shh, don't say that! Domain Certification in LLMs Cornelius Emde Alasdair Paren Preetham Arvind Maxime Kayser Tom Rainforth Thomas Lukasiewicz Guohao Li Philip Torr Adel Bibi 61 1 0 26 Feb 2025
Advantage-Guided Distillation for Preference Alignment in Small Language Models Shiping Gao Fanqi Wan Jiajian Guo Xiaojun Quan Qifan Wang ALM 58 0 0 25 Feb 2025
Emergent Misalignment: Narrow finetuning can produce broadly misaligned LLMs Jan Betley Daniel Tan Niels Warncke Anna Sztyber-Betley Xuchan Bao Martín Soto Nathan Labenz Owain Evans AAML 80 12 0 24 Feb 2025
Single-pass Detection of Jailbreaking Input in Large Language Models Leyla Naz Candogan Yongtao Wu Elias Abad Rocamora Grigorios G. Chrysos V. Cevher AAML 51 0 0 24 Feb 2025
Be a Multitude to Itself: A Prompt Evolution Framework for Red Teaming Rui Li Peiyi Wang Jingyuan Ma Di Zhang Lei Sha Zhifang Sui LLMAG 50 0 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 47 4 0 20 Feb 2025
A Critical Look At Tokenwise Reward-Guided Text Generation Ahmad Rashid Ruotian Wu Julia Grosse Agustinus Kristiadi Pascal Poupart OffRL 78 0 0 17 Feb 2025
Evaluating the Paperclip Maximizer: Are RL-Based Language Models More Likely to Pursue Instrumental Goals? Yufei He Yuexin Li Jiaying Wu Yuan Sui Yulin Chen Bryan Hooi ALM 96 5 0 16 Feb 2025
LowRA: Accurate and Efficient LoRA Fine-Tuning of LLMs under 2 Bits Zikai Zhou Qizheng Zhang Hermann Kumbong Kunle Olukotun MQ 326 0 0 12 Feb 2025
Leveraging Reasoning with Guidelines to Elicit and Utilize Knowledge for Enhancing Safety Alignment Haoyu Wang Zeyu Qin Li Shen Xueqian Wang Minhao Cheng Dacheng Tao 99 2 0 06 Feb 2025
Evaluation of Large Language Models via Coupled Token Generation N. C. Benz Stratis Tsirtsis Eleni Straitouri Ivi Chatzi Ander Artola Velasco Suhas Thejaswi Manuel Gomez Rodriguez 51 0 0 03 Feb 2025
GuardReasoner: Towards Reasoning-based LLM Safeguards Yue Liu Hongcheng Gao Shengfang Zhai Jun Xia Tianyi Wu Zhiwei Xue Yuxiao Chen Kenji Kawaguchi Jiaheng Zhang Bryan Hooi AI4TS LRM 133 16 0 30 Jan 2025
Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models Jingwei Yi Yueqi Xie Bin Zhu Emre Kiciman Guangzhong Sun Xing Xie Fangzhao Wu AAML 65 65 0 28 Jan 2025
Multi-Modality Transformer for E-Commerce: Inferring User Purchase Intention to Bridge the Query-Product Gap Srivatsa Mallapragada Ying Xie Varsha Rani Chawan Zeyad Hailat Yuanbo Wang 52 0 0 28 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Feiyu Xiong Kai Chen Dahua Lin Jiaqi Wang VLM 80 18 0 21 Jan 2025
Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates Kaifeng Lyu Haoyu Zhao Xinran Gu Dingli Yu Anirudh Goyal Sanjeev Arora ALM 82 46 0 20 Jan 2025
Predictable Artificial Intelligence Lexin Zhou Pablo Antonio Moreno Casares Fernando Martínez-Plumed John Burden Ryan Burnell ... Seán Ó hÉigeartaigh Danaja Rutar Wout Schellaert Konstantinos Voudouris José Hernández-Orallo 56 2 0 08 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 73 96 0 03 Jan 2025
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 78 0 0 12 Nov 2024
$f$ -PO: Generalizing Preference Optimization with $f$ -divergence Minimization Jiaqi Han Mingjian Jiang Yuxuan Song J. Leskovec Stefano Ermon 59 4 0 29 Oct 2024
CURATe: Benchmarking Personalised Alignment of Conversational AI Assistants Lize Alberts Benjamin Ellis Andrei Lupu Jakob Foerster ELM 44 1 0 28 Oct 2024
Are LLM-Judges Robust to Expressions of Uncertainty? Investigating the effect of Epistemic Markers on LLM-based Evaluation Dongryeol Lee Yerin Hwang Yongil Kim Joonsuk Park Kyomin Jung ELM 78 5 0 28 Oct 2024
Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models Michael Noukhovitch Shengyi Huang Sophie Xhonneux Arian Hosseini Rishabh Agarwal Rameswar Panda OffRL 85 6 0 23 Oct 2024
JudgeBench: A Benchmark for Evaluating LLM-based Judges Sijun Tan Siyuan Zhuang Kyle Montgomery William Y. Tang Alejandro Cuadron Chenguang Wang Raluca A. Popa Ion Stoica ELM ALM 62 40 0 16 Oct 2024
DeformPAM: Data-Efficient Learning for Long-horizon Deformable Object Manipulation via Preference-based Action Alignment Wendi Chen Han Xue Fangyuan Zhou Yuan Fang Cewu Lu 52 1 0 15 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 64 18 0 15 Oct 2024
RMB: Comprehensively Benchmarking Reward Models in LLM Alignment Enyu Zhou Guodong Zheng Binghui Wang Zhiheng Xi Shihan Dou ... Yurong Mou Rui Zheng Tao Gui Qi Zhang Xuanjing Huang ALM 65 18 0 13 Oct 2024
Reward-Augmented Data Enhances Direct Preference Alignment of LLMs Shenao Zhang Zhihan Liu Boyi Liu Wenjie Qu Yingxiang Yang Yunxing Liu Liyu Chen Tao Sun Ziyi Wang 101 3 0 10 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 65 6 0 10 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 87 1 0 09 Oct 2024
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning Hao Ma Tianyi Hu Zhiqiang Pu Boyin Liu Xiaolin Ai Yanyan Liang Min Chen 50 3 0 08 Oct 2024
DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life Yu Ying Chiu Liwei Jiang Yejin Choi 65 4 0 03 Oct 2024