Title
Deep Causal Behavioral Policy Learning: Applications to Healthcare Jonas Knecht Anna Zink Jonathan Kolstad Maya Petersen CML 88 0 0 05 Mar 2025
Effective LLM Knowledge Learning via Model Generalization Mingkang Zhu Xi Chen Ziyi Wang Bei Yu Hengshuang Zhao Jiaya Jia 72 0 0 05 Mar 2025
Preserving Cultural Identity with Context-Aware Translation Through Multi-Agent AI Systems Mahfuz Ahmed Anik Abdur Rahman Azmine Toushik Wasi Md Manjurul Ahsan 49 0 0 05 Mar 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm Zhiyu Li Yuhao Du Xiaoqi Jiao Yiwen Guo Yuege Feng Xiang Wan Anningzhe Gao Jinpeng Hu 68 0 0 04 Mar 2025
Effectively Steer LLM To Follow Preference via Building Confident Directions Bingqing Song Boran Han Shuai Zhang Hao Wang Haoyang Fang Bonan Min Yuyang Wang Mingyi Hong LLMSV 57 0 0 04 Mar 2025
Learning from Failures in Multi-Attempt Reinforcement Learning Stephen Chung Wenyu Du Jie Fu LRM 42 1 0 04 Mar 2025
LLM-Safety Evaluations Lack Robustness Tim Beyer Sophie Xhonneux Simon Geisler Gauthier Gidel Leo Schwinn Stephan Günnemann ALM ELM 275 0 0 04 Mar 2025
Teaching AI to Handle Exceptions: Supervised Fine-Tuning with Human-Aligned Judgment Matthew DosSantos DiSorbo Harang Ju Sinan Aral ELM LRM 55 0 0 04 Mar 2025
Rewarding Doubt: A Reinforcement Learning Approach to Confidence Calibration of Large Language Models Paul Stangel D. Bani-Harouni Chantal Pellegrini Ege Özsoy Kamilia Zaripova Matthias Keicher Nassir Navab 31 1 0 04 Mar 2025
Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models Joykirat Singh Tanmoy Chakraborty A. Nambi AI4Cl LRM ReLM 60 1 0 04 Mar 2025
ATLaS: Agent Tuning via Learning Critical Steps Zhixun Chen Ming Li Yuanmin Huang Yali Du Meng Fang Dinesh Manocha 90 3 0 04 Mar 2025
MPO: Boosting LLM Agents with Meta Plan Optimization Weimin Xiong Yifan Song Qingxiu Dong Bingchan Zhao Feifan Song Xun Wang Sujian Li LLMAG 89 1 0 04 Mar 2025
EchoQA: A Large Collection of Instruction Tuning Data for Echocardiogram Reports L. Moukheiber Mira Moukheiber Dana Moukheiiber Jae-Woo Ju Hyung-Chul Lee LM&MA 81 0 0 04 Mar 2025
Target Return Optimizer for Multi-Game Decision Transformer Kensuke Tatematsu Akifumi Wachi OffRL 69 0 0 04 Mar 2025
LoRA-Null: Low-Rank Adaptation via Null Space for Large Language Models Pengwei Tang Yebin Liu Dongjie Zhang Xing Wu Debing Zhang 67 0 0 04 Mar 2025
Mask-DPO: Generalizable Fine-grained Factuality Alignment of LLMs Yuzhe Gu Feiyu Xiong Chengqi Lyu Dahua Lin Kai Chen 72 1 0 04 Mar 2025
Do GFlowNets Transfer? Case Study on the Game of 24/42 Adesh Gupta Abhinav Kumar Mansi Gupta Paras Chopra 105 0 0 03 Mar 2025
Enhancing Non-English Capabilities of English-Centric Large Language Models through Deep Supervision Fine-Tuning Wenshuai Huo Xiaocheng Feng Yichong Huang Chengpeng Fu Baohang Li ... Dandan Tu Duyu Tang Yunfei Lu Hui Wang Bing Qin 65 3 0 03 Mar 2025
Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace Jia-Chen Zhang Yu-Jie Xiong Chun-Ming Xia Dong-Hai Zhu Xi-He Qiu 68 1 0 03 Mar 2025
In-context Learning vs. Instruction Tuning: The Case of Small and Multilingual Language Models David Ponce Thierry Etchegoyhen 79 1 0 03 Mar 2025
ClipGrader: Leveraging Vision-Language Models for Robust Label Quality Assessment in Object Detection Hong Lu Yali Bian Rahul C. Shah ObjD VLM 95 0 0 03 Mar 2025
M3HF: Multi-agent Reinforcement Learning from Multi-phase Human Feedback of Mixed Quality Ziyan Wang Zhicheng Zhang Fei Fang Yali Du 49 1 0 03 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 83 49 0 03 Mar 2025
Building Safe GenAI Applications: An End-to-End Overview of Red Teaming for Large Language Models Alberto Purpura Sahil Wadhwa Jesse Zymet Akshay Gupta Andy Luo Melissa Kazemi Rad Swapnil Shinde Mohammad Sorower AAML 275 0 0 03 Mar 2025
All Roads Lead to Likelihood: The Value of Reinforcement Learning in Fine-Tuning Gokul Swamy Sanjiban Choudhury Wen Sun Zhiwei Steven Wu J. Andrew Bagnell OffRL 52 8 0 03 Mar 2025
CrowdSelect: Synthetic Instruction Data Selection with Multi-LLM Wisdom Yisen Li Lingfeng Yang Wenxuan Shen Pan Zhou Yao Wan Weiwei Lin Danny Chen 80 0 0 03 Mar 2025
Cancer Type, Stage and Prognosis Assessment from Pathology Reports using LLMs Rachit Saluja Jacob Rosenthal Yoav Artzi David J. Pisapia B. Liechty M. Sabuncu LM&MA ELM 70 1 0 03 Mar 2025
PEO: Improving Bi-Factorial Preference Alignment with Post-Training Policy Extrapolation Yuxuan Liu 45 0 0 03 Mar 2025
SRAG: Structured Retrieval-Augmented Generation for Multi-Entity Question Answering over Wikipedia Graph Teng Lin Yizhang Zhu Yuyu Luo Nan Tang RALM 3DV 44 1 0 03 Mar 2025
Llama-3.1-Sherkala-8B-Chat: An Open Large Language Model for Kazakh Fajri Koto Rituraj Joshi Nurdaulet Mukhituly Yuanda Wang Zhuohan Xie ... Avraham Sheinin Natalia Vassilieva Neha Sengupta Larry Murray Preslav Nakov ALM KELM 51 0 0 03 Mar 2025
DPR: Diffusion Preference-based Reward for Offline Reinforcement Learning Teng Pang Bingzheng Wang Guoqiang Wu Yilong Yin OffRL 73 0 0 03 Mar 2025
None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering Zhi Rui Tam Cheng-Kuang Wu Chieh-Yen Lin Yun-Nung Chen 41 1 0 03 Mar 2025
Answer, Refuse, or Guess? Investigating Risk-Aware Decision Making in Language Models Cheng-Kuang Wu Zhi Rui Tam Chieh-Yen Lin Yun-Nung Chen Hung-yi Lee 69 0 0 03 Mar 2025
What's Behind PPO's Collapse in Long-CoT? Value Optimization Holds the Secret Yufeng Yuan Yu Yue Ruofei Zhu Tiantian Fan Lin Yan OffRL 67 13 0 03 Mar 2025
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Kaiwen Zheng Yongxin Chen Huayu Chen Guande He Xuan Li Jun Zhu Qinsheng Zhang DiffM 49 0 0 03 Mar 2025
Active Learning for Direct Preference Optimization Branislav Kveton Xintong Li Julian McAuley Ryan Rossi Jingbo Shang Junda Wu Tong Yu 69 1 0 03 Mar 2025
DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models Zhendong Wang Jianmin Bao Shuyang Gu Dong Chen Wengang Zhou Haoyang Li DiffM 53 0 0 03 Mar 2025
PABBO: Preferential Amortized Black-Box Optimization Xinyu Zhang Daolang Huang Samuel Kaski Julien Martinelli 36 0 0 02 Mar 2025
Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction Liping Liu Chunhong Zhang Likang Wu Chuang Zhao Zheng Hu Ming He Jianping Fan LLMAG LRM 43 1 0 02 Mar 2025
Quality-Driven Curation of Remote Sensing Vision-Language Data via Learned Scoring Models Dilxat Muhtar Enzhuo Zhang Zhenshi Li Feng-Xue Gu Yanglangxing He Pengfeng Xiao Xueliang Zhang 58 3 0 02 Mar 2025
NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains Wonje Choi Jinwoo Park Sanghyun Ahn Daehee Lee Honguk Woo 246 1 0 02 Mar 2025
Cyber for AI at SemEval-2025 Task 4: Forgotten but Not Lost: The Balancing Act of Selective Unlearning in Large Language Models Dinesh Srivasthav P Bala Mallikarjunarao Garlapati MU 47 0 0 02 Mar 2025
Output Length Effect on DeepSeek-R1's Safety in Forced Thinking Xuying Li Zhuo Li Yuji Kosuga Victor Bian AAML LRM 69 4 0 02 Mar 2025
More of the Same: Persistent Representational Harms Under Increased Representation Jennifer Mickel Maria De-Arteaga Leqi Liu Kevin Tian 47 0 0 01 Mar 2025
Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding Wei Suo Lijun Zhang Mengyang Sun Lin Yuanbo Wu Peng Wang Yuyao Zhang MLLM VLM 49 1 0 01 Mar 2025
Distributionally Robust Reinforcement Learning with Human Feedback Debmalya Mandal Paulius Sasnauskas Goran Radanović 44 1 0 01 Mar 2025
Robust Multi-Objective Preference Alignment with Online DPO Raghav Gupta Ryan Sullivan Yunxuan Li Samrat Phatale Abhinav Rastogi 47 0 0 01 Mar 2025
Sentence-level Reward Model can Generalize Better for Aligning LLM from Human Preference Wenjie Qiu Yi-Chen Li Xuqin Zhang Tianyi Zhang Yiming Zhang Zongzhang Zhang Yang Yu ALM 56 0 0 01 Mar 2025
Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning Tianci Liu R. Li Yunzhe Qi Hui Liu Xianfeng Tang ... Qingyu Yin Monica Cheng Jun Huan Haoyu Wang Jing Gao KELM 53 2 0 01 Mar 2025
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering Tianyu Huai Jie Zhou Xingjiao Wu Qin Chen Qingchun Bai Ze Zhou Liang He MoE 45 2 0 01 Mar 2025