Title
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Zihan Guan Mengxuan Hu Ronghang Zhu Sheng Li Anil Vullikanti AAML 31 0 0 11 May 2025
PLHF: Prompt Optimization with Few-Shot Human Feedback Chun-Pai Yang Kan Zheng Shou-De Lin 21 0 0 11 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato Choong Seon Hong AI4CE 31 0 0 11 May 2025
REFINE-AF: A Task-Agnostic Framework to Align Language Models via Self-Generated Instructions using Reinforcement Learning from Automated Feedback Aniruddha Roy Pretam Ray Abhilash Nandy Somak Aditya Pawan Goyal ALM 34 0 0 10 May 2025
Learning Guarantee of Reward Modeling Using Deep Neural Networks Yuanhang Luo Yeheng Ge Ruijian Han Guohao Shen 34 0 0 10 May 2025
Towards Developmentally Plausible Rewards: Communicative Success as a Learning Signal for Interactive Language Models Lennart Stöpler Rufat Asadli Mitja Nikolaus Ryan Cotterell Alex Warstadt LRM 37 0 0 09 May 2025
G-FOCUS: Towards a Robust Method for Assessing UI Design Persuasiveness Jaehyun Jeon Janghan Yoon Minsoo Kim Sumin Shim Yejin Choi Hanbin Kim Youngjae Yu AAML 47 0 0 08 May 2025
Scaling Laws for Speculative Decoding Siyuan Yan Mo Zhu Guo-qing Jiang Jianfei Wang Jiaxing Chen ... Xiang Liao Xiao Cui Chen Zhang Zhuoran Song Ran Zhu LRM 48 0 0 08 May 2025
Ultra-FineWeb: Efficient Data Filtering and Verification for High-Quality LLM Training Data Yishuo Wang Z. Fu Jie Cai Peijun Tang Hongya Lyu ... Jie Zhou Guoyang Zeng Chaojun Xiao Xu Han Zhiyuan Liu 49 0 0 08 May 2025
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models F. Khan Jun Chen Youssef Mohamed Chun-Mei Feng Mohamed Elhoseiny VLM 33 0 0 08 May 2025
Reasoning Models Don't Always Say What They Think Yanda Chen Joe Benton Ansh Radhakrishnan Jonathan Uesato Carson E. Denison ... Vlad Mikulik Samuel R. Bowman Jan Leike Jared Kaplan E. Perez ReLM LRM 68 12 1 08 May 2025
Multi-agent Embodied AI: Advances and Future Directions Zhaohan Feng Ruiqi Xue Lei Yuan Yang Yu Ning Ding M. Liu Bingzhao Gao Jian Sun Gang Wang AI4CE 57 1 0 08 May 2025
T-T: Table Transformer for Tagging-based Aspect Sentiment Triplet Extraction Kun Peng Chaodong Tong Cong Cao Hao Peng Yue Liu Guanlin Wu Lei Jiang Yanbing Liu Philip S. Yu LMTD 48 0 0 08 May 2025
Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding Han Xiao Yina Xie Guanxin Tan Yinghao Chen R. Hu ... Peng Gao Yafei Wen Xiaoxin Chen Shuai Ren Hongsheng Li VLM 47 0 0 08 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 64 1 0 08 May 2025
EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning Zhenghao Xing Xiaowei Hu Chi-Wing Fu Wei Wang Jifeng Dai Pheng-Ann Heng MLLM OffRL VLM LRM 50 0 0 07 May 2025
ABKD: Pursuing a Proper Allocation of the Probability Mass in Knowledge Distillation via $α$ - $β$ -Divergence Guanghui Wang Zhiyong Yang Zhilin Wang Shi Wang Qianqian Xu Q. Huang 42 0 0 07 May 2025
Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs Mirazul Haque Petr Babkin Farima Farmahinifarahani Manuela Veloso 32 0 0 07 May 2025
Fight Fire with Fire: Defending Against Malicious RL Fine-Tuning via Reward Neutralization Wenjun Cao AAML 42 0 0 07 May 2025
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving Qi Liu Xinhao Zheng Renqiu Xia Xingzhi Qi Qinxiang Cao Junchi Yan AIMat 52 0 0 07 May 2025
To Judge or not to Judge: Using LLM Judgements for Advertiser Keyphrase Relevance at eBay Soumik Dey Hansi Wu Binbin Li 45 0 0 07 May 2025
A Large Language Model for Feasible and Diverse Population Synthesis Sung Yoo Lim Hyunsoo Yun P. Bansal Dong-Kyu Kim Eui-Jin Kim SyDa 46 0 0 07 May 2025
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment Xueyao Zhang Y. Wang Chaoren Wang Zehan Li Zhuo Chen Zhizheng Wu 135 0 0 07 May 2025
CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation Jiahao Li Weijian Ma Xueyang Li Yunzhong Lou G. Zhou Xiangdong Zhou 34 0 0 07 May 2025
Lay-Your-Scene: Natural Scene Layout Generation with Diffusion Transformers Divyansh Srivastava Xiang Zhang He Wen Chenru Wen Zhuowen Tu DiffM 34 0 0 07 May 2025
PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation HsiaoYuan Hsu Yuxin Peng 26 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 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
Geospatial Mechanistic Interpretability of Large Language Models Stef De Sabbata Stefano Mizzaro Kevin Roitero AI4CE 37 0 0 06 May 2025
SLOT: Structuring the Output of Large Language Models Darren Yow-Bang Wang Zhengyuan Shen Soumya Smruti Mishra Zhichao Xu Yifei Teng Haibo Ding LLMAG 34 0 0 06 May 2025
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning Yibin Wang Zhimin Li Yuhang Zang Chunyu Wang Qinglin Lu Cheng Jin J. T. Wang LRM 48 0 0 06 May 2025
Soft Best-of-n Sampling for Model Alignment C. M. Verdun Alex Oesterling Himabindu Lakkaraju Flavio du Pin Calmon BDL 159 0 0 06 May 2025
Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play Yemin Shi Yu Shu Siwei Dong Guangyi Liu Jaward Sesay Jingwen Li Zhiting Hu AuLLM VLM 50 0 0 05 May 2025
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 32 0 0 05 May 2025
Bye-bye, Bluebook? Automating Legal Procedure with Large Language Models Matthew Dahl AILaw ELM 54 0 0 05 May 2025
RM-R1: Reward Modeling as Reasoning Xiusi Chen Gaotang Li Zehua Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 165 1 0 05 May 2025
SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing Ming Li Xin Gu Fan Chen X. Xing Longyin Wen Cheng Chen Sijie Zhu DiffM 81 1 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
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing Diji Yang Linda Zeng Jinmeng Rao Yuyao Zhang 30 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
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... Jianfei Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 43 0 0 05 May 2025
SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning Tianjian Li Daniel Khashabi 55 0 0 05 May 2025
Incentivizing Inclusive Contributions in Model Sharing Markets Enpei Zhang Jingyi Chai Rui Ye Yanfeng Wang Siheng Chen TDI FedML 144 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 39 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 Shuaiwen Leon Song Ce Zhang James Zou ALM 31 0 0 05 May 2025
From Mind to Machine: The Rise of Manus AI as a Fully Autonomous Digital Agent Minjie Shen Qikai Yang LLMAG AI4CE 35 1 0 04 May 2025
Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yiping Peng Yunjie Ji Han Zhao Xiangang Li OffRL LRM 37 0 0 04 May 2025
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 42 0 0 04 May 2025
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation Meng-Hao Guo Jiajun Xu Yi Zhang Jiaxi Song Haoyang Peng ... Yongming Rao Houwen Peng Han Hu Gordon Wetzstein Shi-Min Hu ELM LRM 60 2 0 04 May 2025
Demystifying optimized prompts in language models Rimon Melamed Lucas H. McCabe H. H. Huang 39 0 0 04 May 2025