Title
Are you really listening? Boosting Perceptual Awareness in Music-QA Benchmarks Yongyi Zang Sean O'Brien Taylor Berg-Kirkpatrick Julian McAuley Zachary Novack AuLLM 92 1 0 01 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 74 0 0 01 Apr 2025
Visual Environment-Interactive Planning for Embodied Complex-Question Answering Ning Lan Baoshan Ou Xuemei Xie G. Shi LM&Ro 66 1 0 01 Apr 2025
Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? Kai Yan Yufei Xu Zhengyin Du Xuesong Yao Z. Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 95 3 0 01 Apr 2025
Hawkeye:Efficient Reasoning with Model Collaboration Jianshu She Z. Li Zhemin Huang Qi Li Peiran Xu Haonan Li Qirong Ho LRM 58 1 0 01 Apr 2025
TextCrafter: Accurately Rendering Multiple Texts in Complex Visual Scenes Nikai Du Zhennan Chen Z. Chen Shan Gao Xi Chen Zhengkai Jiang Jian Yang Ying Tai DiffM 43 0 0 30 Mar 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 49 0 0 29 Mar 2025
Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use Nicholas Roth Christopher Hidey Lucas Spangher William Arnold Chang Ye Nick Masiewicki Jinoo Baek Peter Grabowski Eugene Ie LLMAG 50 0 0 29 Mar 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Entropy-guided sequence weighting for efficient exploration in RL-based LLM fine-tuning Abdullah Vanlioglu 46 0 0 28 Mar 2025
Cognitive Prompts Using Guilford's Structure of Intellect Model Oliver Kramer LRM 42 0 0 27 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong B. Li Zonghao Guo Yibing Wang Tianshuo Peng J. Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 46 13 0 27 Mar 2025
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks W. Zhang Mengna Wang Gangao Liu Xu Huixin Yiwei Jiang ... Hang Zhang Xin Li Weiming Lu Peng Li Y. Zhuang LM&Ro LRM 65 3 0 27 Mar 2025
I'm Sorry Dave: How the old world of personnel security can inform the new world of AI insider risk Paul Martin Sarah Mercer 158 0 0 26 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 74 0 0 26 Mar 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Weipeng Chen Haofen Wang Jeff Z. Pan Wen Zhang H. Chen ReLM OffRL AI4TS LRM 64 6 0 25 Mar 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 91 31 0 24 Mar 2025
RAIDER: Tool-Equipped Large Language Model Agent for Robotic Action Issue Detection, Explanation and Recovery Silvia Izquierdo-Badiola Carlos Rizzo Guillem Alenyà LLMAG LM&Ro 81 0 0 22 Mar 2025
LaMOuR: Leveraging Language Models for Out-of-Distribution Recovery in Reinforcement Learning Chan Kim Seung-Woo Seo Seong-Woo Kim OODD 149 0 0 21 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 74 26 0 20 Mar 2025
A Unified Framework for Real-Time Failure Handling in Robotics Using Vision-Language Models, Reactive Planner and Behavior Trees Faseeh Ahmad Hashim Ismail Jonathan Styrud Maj Stenmark Volker Krueger 41 0 0 19 Mar 2025
UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interaction Shravan Nayak Xiangru Jian Kevin Qinghong Lin Juan A. Rodriguez Montek Kalsi ... David Vazquez Christopher Pal Perouz Taslakian Spandana Gella Sai Rajeswar 183 0 0 19 Mar 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 56 0 0 19 Mar 2025
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings Zonghao Ying Guangyi Zheng Yongxin Huang Deyue Zhang Wenxin Zhang Quanchen Zou Aishan Liu X. Liu Dacheng Tao ELM 74 6 0 19 Mar 2025
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Nvidia A. Azzolini Hannah Brandon Prithvijit Chattopadhyay Huayu Chen ... Yao Xu X. Yang Zhuolin Yang Xiaohui Zeng Z. Zhang LM&Ro LRM AI4CE 52 5 0 18 Mar 2025
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models Yuxiang Lai Jike Zhong Ming Li Shitian Zhao Xiaofeng Yang OffRL LRM LM&MA VLM 73 7 0 18 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Y. Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 79 0 0 17 Mar 2025
Can Reasoning Models Reason about Hardware? An Agentic HLS Perspective L. Collini Andrew Hennessee Ramesh Karri Siddharth Garg ELM LRM 41 0 0 17 Mar 2025
ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos Peiran Wu Yunze Liu Chonghan Liu Miao Liu VGen LRM 57 1 0 16 Mar 2025
Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models Teng Wang Zhangyi Jiang Zhenqi He Wenhan Yang Yanan Zheng Zeyu Li Zifan He Shenyang Tong Hailei Gong LRM 90 1 0 16 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 89 8 0 16 Mar 2025
Applications of Large Language Model Reasoning in Feature Generation Dharani Chandra LRM 63 0 0 15 Mar 2025
Implicit Bias-Like Patterns in Reasoning Models Messi H.J. Lee Calvin K Lai LRM 56 0 0 14 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 67 11 0 14 Mar 2025
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 59 0 0 13 Mar 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Yiming Jia J. Li Xiang Yue Bo Li Ping Nie Kai Zou Wenhu Chen LRM 79 2 0 13 Mar 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 82 8 0 13 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 54 23 1 13 Mar 2025
TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models Xiangyu Yin Yi Qi Jinwei Hu Zhen Chen Yi Dong Xingyu Zhao Xiaowei Huang Wenjie Ruan 45 0 0 13 Mar 2025
PRISM: Preference Refinement via Implicit Scene Modeling for 3D Vision-Language Preference-Based Reinforcement Learning Yirong Sun Yanjun Chen OffRL 49 0 0 13 Mar 2025
Cognitive-Mental-LLM: Evaluating Reasoning in Large Language Models for Mental Health Prediction via Online Text Avinash Patil Amardeep Kour Gedhu AI4MH LRM 38 1 0 13 Mar 2025
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Lutfi Eren Erdogan Nicholas Lee Sehoon Kim Suhong Moon Hiroki Furuta Gopala Anumanchipalli K. K. Amir Gholami LLMAG LM&Ro AIFin 76 2 0 12 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 80 22 0 12 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Ziyu Wan Yunxiang Li Y. Song Hanjing Wang Linyi Yang Mark W. Schmidt J. Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 84 6 0 12 Mar 2025
Training Plug-n-Play Knowledge Modules with Deep Context Distillation Lucas Page-Caccia Alan Ansell E. Ponti Ivan Vulić Alessandro Sordoni SyDa 173 0 0 11 Mar 2025
EMMOE: A Comprehensive Benchmark for Embodied Mobile Manipulation in Open Environments Dongping Li Tielong Cai Tianci Tang Wenhao Chai Katherine Rose Driggs-Campbell Gaoang Wang LM&Ro 61 0 0 11 Mar 2025
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful Iván Arcuschin Jett Janiak Robert Krzyzanowski Senthooran Rajamanoharan Neel Nanda Arthur Conmy LRM ReLM 62 6 0 11 Mar 2025
Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges Xiaoxiao Liu Qingying Xiao Junying Chen Xiangyi Feng Xiangbo Wu ... Xiang Wan Jian Chang Guangjun Yu Yan Hu Benyou Wang LM&MA LRM 159 0 0 11 Mar 2025
Think Before You Segment: High-Quality Reasoning Segmentation with GPT Chain of Thoughts Shiu-hong Kao Yu-Wing Tai Chi-Keung Tang LRM MLLM 56 0 0 10 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 57 40 0 09 Mar 2025