Title
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Minghan Chen Guikun Chen Wenguan Wang Yi Yang 17 0 0 18 May 2025
Observe-R1: Unlocking Reasoning Abilities of MLLMs with Dynamic Progressive Reinforcement Learning Zirun Guo Minjie Hong Tao Jin OffRL LRM 12 0 0 18 May 2025
SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning Yang Liu Ming Ma Xiaomin Yu Pengxiang Ding Han Zhao Mingyang Sun Siteng Huang Donglin Wang LRM 25 0 0 18 May 2025
BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs Junxiao Yang Jinzhe Tu Haoran Liu Xiaoce Wang Chujie Zheng ... Caishun Chen Tiantian He Hongning Wang Yew-Soon Ong Minlie Huang LRM 2 0 0 18 May 2025
A Survey of Attacks on Large Language Models Wenrui Xu Keshab K. Parhi AAML ELM 14 0 0 18 May 2025
VeriReason: Reinforcement Learning with Testbench Feedback for Reasoning-Enhanced Verilog Generation Yiting Wang Guoheng Sun Wanghao Ye Gang Qu Ang Li OffRL 3DV LRM VLM 17 0 0 17 May 2025
Search-Based Correction of Reasoning Chains for Language Models Minsu Kim Jean-Pierre Falet Oliver E. Richardson Xiaoyin Chen Moksh Jain Sungjin Ahn Sungsoo Ahn Yoshua Bengio KELM ReLM LRM 9 0 0 17 May 2025
Evaluating the Logical Reasoning Abilities of Large Reasoning Models Hanmeng Liu Yiran Ding Zhizhang Fu Chaoli Zhang Xiaozhang Liu Yue Zhang ELM LRM 2 0 0 17 May 2025
CoT-Vid: Dynamic Chain-of-Thought Routing with Self Verification for Training-Free Video Reasoning Hongbo Jin Ruyang Liu Wenhao Zhang Guibo Luo Ge Li LRM 9 0 0 17 May 2025
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing Aybora Koksal A. Aydin Alatan LRM 7 0 0 17 May 2025
When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research Guijin Son Jiwoo Hong Honglu Fan Heejeong Nam Hyunwoo Ko ... Jinyeop Song Jinha Choi Gonçalo Paulo Youngjae Yu Stella Biderman 7 0 0 17 May 2025
CorBenchX: Large-Scale Chest X-Ray Error Dataset and Vision-Language Model Benchmark for Report Error Correction Jing Zou Qingqiu Li Chenyu Lian Lihao Liu Xiaohan Yan Shujun Wang Jing Qin VLM 2 0 0 17 May 2025
Reasoning Large Language Model Errors Arise from Hallucinating Critical Problem Features Alex Heyman Joel Zylberberg ReLM HILM LRM 4 0 0 17 May 2025
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning Yuqi Liu Tianyuan Qu Zhisheng Zhong Bohao Peng Shu Liu Bei Yu Jiaya Jia VLM LRM 25 0 0 17 May 2025
Enhancing Complex Instruction Following for Large Language Models with Mixture-of-Contexts Fine-tuning Yuheng Lu ZiMeng Bai Caixia Yuan Huixing Jiang Xiaojie Wang LRM 7 0 0 17 May 2025
Video-SafetyBench: A Benchmark for Safety Evaluation of Video LVLMs Xuannan Liu Zekun Li Zheqi He Peipei Li Shuhan Xia Xing Cui Huaibo Huang Xi Yang Ran He EGVM AAML 28 0 0 17 May 2025
LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation Jiarui Wang Huiyu Duan Ziheng Jia Yu Zhao Woo Yi Yang ... Z. Chen Juntong Wang Yuke Xing Guangtao Zhai Xiongkuo Min VGen 17 0 0 17 May 2025
OneTwoVLA: A Unified Vision-Language-Action Model with Adaptive Reasoning Fanqi Lin Ruiqian Nai Yingdong Hu Jiacheng You Junming Zhao Yang Gao LRM 11 0 0 17 May 2025
IQBench: How "Smart'' Are Vision-Language Models? A Study with Human IQ Tests Tan-Hanh Pham Phu-Vinh Nguyen Dang The Hung Bui Trong Duong Vu Nguyen Thanh Chris Ngo Tri Truong Truong-Son Hy ReLM CoGe VLM LRM 7 0 0 17 May 2025
Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Credit Assignment Siliang Zeng Quan Wei William Brown Oana Frunza Yuriy Nevmyvaka Mingyi Hong LRM 12 0 0 17 May 2025
Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission Seungeun Oh Jinhyuk Kim Jihong Park Seung-Woo Ko Jinho Choi Tony Q. S. Quek Seong-Lyun Kim 9 0 0 17 May 2025
Token-Level Uncertainty Estimation for Large Language Model Reasoning Tunyu Zhang Haizhou Shi Yibin Wang Hengyi Wang Xiaoxiao He ... Ligong Han Kai Xu Huatian Zhang Dimitris N. Metaxas Hao Wang LRM 11 0 0 16 May 2025
Noise Injection Systemically Degrades Large Language Model Safety Guardrails Prithviraj Singh Shahani Matthias Scheutz AAML 18 0 0 16 May 2025
HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization Chengyu Huang Zhengxin Zhang Claire Cardie LRM 14 0 0 16 May 2025
PeerGuard: Defending Multi-Agent Systems Against Backdoor Attacks Through Mutual Reasoning Falong Fan Xi Li LLMAG AAML 10 0 0 16 May 2025
Improving Assembly Code Performance with Large Language Models via Reinforcement Learning Anjiang Wei Tarun Suresh Huanmi Tan Yinglun Xu Gagandeep Singh Alex Aiken Alex Aiken 11 0 0 16 May 2025
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner Wenchuan Zhang Penghao Zhang Jingru Guo Tao Cheng Jie Chen Shuwan Zhang Zhang Zhang Yuhao Yi Hong Bu AI4TS LRM 22 0 0 16 May 2025
Can Global XAI Methods Reveal Injected Bias in LLMs? SHAP vs Rule Extraction vs RuleSHAP Francesco Sovrano 22 0 0 16 May 2025
Audio Turing Test: Benchmarking the Human-likeness of Large Language Model-based Text-to-Speech Systems in Chinese Xueliang Wang Ziyi Zhao Siyu Ren Shao Zhang Song Li ... Lin Qiu Guanglu Wan Xuezhi Cao Xunliang Cai Weinan Zhang ALM 32 0 0 16 May 2025
SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao BDL LRM 17 0 0 16 May 2025
REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning Pawin Taechoyotin Daniel Acuna LRM 2 0 0 16 May 2025
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans Yansheng Qiu Li Xiao Zhaopan Xu Pengfei Zhou Zheng Wang Kaipeng Zhang ELM LRM 17 0 0 16 May 2025
On Next-Token Prediction in LLMs: How End Goals Determine the Consistency of Decoding Algorithms Jacob Trauger Ambuj Tewari 17 0 0 16 May 2025
Spectral Policy Optimization: Coloring your Incorrect Reasoning in GRPO Peter Chen Xiaopeng Li Zhiyu Li Xi Chen Tianyi Lin 9 0 0 16 May 2025
Disentangling Reasoning and Knowledge in Medical Large Language Models Rahul Thapa Qingyang Wu Kevin Wu Harrison Zhang Angela Zhang ... Joseph Boen Shriya Reddy Ben Athiwaratkun Shuaiwen Leon Song James Zou ELM AI4MH LM&MA LRM 25 0 0 16 May 2025
Rethinking Optimal Verification Granularity for Compute-Efficient Test-Time Scaling Hao Mark Chen Guanxi Lu Yasuyuki Okoshi Zhiwen Mo Masato Motomura Hongxiang Fan LRM 7 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 14 0 0 16 May 2025
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 21 0 0 16 May 2025
BLEUBERI: BLEU is a surprisingly effective reward for instruction following Yapei Chang Yekyung Kim Michael Krumdick Amir Zadeh Chuan Li Chris Tanner Mohit Iyyer ALM 22 0 0 16 May 2025
Time-R1: Towards Comprehensive Temporal Reasoning in LLMs Zijia Liu Peixuan Han Haofei Yu Haoru Li Jiaxuan You AI4TS LRM 9 0 0 16 May 2025
MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models Xiaomin Li Mingye Gao Yuexing Hao Taoran Li Guangya Wan Zihan Wang Yijun Wang LM&MA ELM AI4MH 12 0 0 16 May 2025
HessFormer: Hessians at Foundation Scale Diego Granziol 7 0 0 16 May 2025
CAMEO: Collection of Multilingual Emotional Speech Corpora Iwona Christop Maciej Czajka 19 0 0 16 May 2025
CROC: Evaluating and Training T2I Metrics with Pseudo- and Human-Labeled Contrastive Robustness Checks Christoph Leiter Yuki M. Asano M. Keuper Steffen Eger 22 0 0 16 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
MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation Zhenwen Liang Linfeng Song Yang Li Tao Yang Feng Zhang Haitao Mi Dong Yu LRM 17 0 0 16 May 2025
Visual Planning: Let's Think Only with Images Yi Xu Chengzu Li Han Zhou Xingchen Wan Caiqi Zhang Anna Korhonen Ivan Vulić LM&Ro LRM 17 0 0 16 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
Beyond Áha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models Zhiyuan Hu Yansen Wang Hanze Dong Yuhui Xu Amrita Saha Caiming Xiong Bryan Hooi Junnan Li LRM 24 0 0 15 May 2025
Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks Ziyuan Zhang Darcy Wang Ningyuan Chen Rodrigo Mansur Vahid Sarhangian 24 0 0 15 May 2025