Title
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 60 0 0 30 Mar 2025
CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation Jixuan Leng Chengsong Huang Langlin Huang Bill Yuchen Lin William W. Cohen Haohan Wang Jiaxin Huang LRM 56 0 0 30 Mar 2025
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models Sid Bharthulwar John Rho Katrina Brown ReLM VLM LRM 61 0 0 30 Mar 2025
From Panels to Prose: Generating Literary Narratives from Comics Ragav Sachdeva Andrew Zisserman 59 0 0 30 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 63 0 0 29 Mar 2025
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support Yichun Feng Jiawei Wang Ruikun He Lu Zhou Yixue Li RALM 62 1 0 29 Mar 2025
Beyond Standard MoE: Mixture of Latent Experts for Resource-Efficient Language Models Zehua Liu Han Wu Ruifeng She Xiaojin Fu Xiongwei Han Tao Zhong Mingxuan Yuan MoE 47 0 0 29 Mar 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 76 8 0 29 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 59 0 0 29 Mar 2025
Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge Senkang Hu Yanan Ma Yihang Tao Zhengru Fang Zihan Fang Yiqin Deng Sam Kwong Yuguang Fang 33 0 0 29 Mar 2025
DAT: Dynamic Alpha Tuning for Hybrid Retrieval in Retrieval-Augmented Generation Hsin-Ling Hsu Jengnan Tzeng 44 0 0 29 Mar 2025
When 'YES' Meets 'BUT': Can Large Models Comprehend Contradictory Humor Through Comparative Reasoning? Tuo Liang Zhe Hu Jing Li Hao Zhang Yiren Lu ... Yiran Qiao Disheng Liu Jeirui Peng Jing Ma Yu Yin 59 0 0 29 Mar 2025
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL Mohammadreza Pourreza Shayan Talaei Ruoxi Sun Xingchen Wan Hailong Li Azalia Mirhoseini Amin Saberi Sercan O. Arik ReLM AI4TS LRM 46 6 0 29 Mar 2025
FRASE: Structured Representations for Generalizable SPARQL Query Generation Papa Abdou Karim Karou Diallo Amal Zouaq 49 0 0 28 Mar 2025
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback Wei Shen Guanlin Liu Zheng Wu Ruofei Zhu Qingping Yang Chao Xin Yu Yue Lin Yan 92 8 0 28 Mar 2025
REMAC: Self-Reflective and Self-Evolving Multi-Agent Collaboration for Long-Horizon Robot Manipulation Puzhen Yuan Angyuan Ma Yunchao Yao Huaxiu Yao Masayoshi Tomizuka Mingyu Ding LM&Ro 69 1 0 28 Mar 2025
Q-Insight: Understanding Image Quality via Visual Reinforcement Learning Weiqi Li X. Zhang Shijie Zhao Yuyao Zhang Junlin Li Li Zhang Jian Zhang 52 4 0 28 Mar 2025
Probabilistic Uncertain Reward Model Wangtao Sun Xiang Cheng Xing Yu Haotian Xu Zhao Yang Shizhu He Jun Zhao Kang Liu 60 0 0 28 Mar 2025
PharmAgents: Building a Virtual Pharma with Large Language Model Agents B. Gao Yanwen Huang Yiqiao Liu Wenxuan Xie Wei-Ying Ma Ya Zhang Yanyan Lan LLMAG LM&Ro 91 0 0 28 Mar 2025
L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution Simeng Sun Cheng-Ping Hsieh Faisal Ladhak Erik Arakelyan Santiago Akle Serano Boris Ginsburg ReLM ELM LRM 243 0 0 28 Mar 2025
Entropy-guided sequence weighting for efficient exploration in RL-based LLM fine-tuning Abdullah Vanlioglu 53 0 0 28 Mar 2025
RLDBF: Enhancing LLMs Via Reinforcement Learning With DataBase FeedBack Weichen Dai Zijie Dai Zhijie Huang Yixuan Pan Xinhe Li Xi Li Yi Zhou Ji Qi Wu Jiang 29 0 0 28 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 56 20 0 27 Mar 2025
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks Wenbo Zhang Mengna Wang Gangao Liu Xu Huixin Yiwei Jiang ... Hang Zhang Xin Li Weiming Lu Peng Li Yueting Zhuang LM&Ro LRM 80 4 0 27 Mar 2025
Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad Ivo Petrov Jasper Dekoninck Lyuben Baltadzhiev Maria Drencheva Kristian Minchev Mislav Balunović Nikola Jovanović Martin Vechev LRM ELM 72 11 0 27 Mar 2025
debug-gym: A Text-Based Environment for Interactive Debugging Xingdi Yuan Morgane M Moss Charbel El Feghali Chinmay Singh Darya Moldavskaya ... Lucas Caccia Matheus Pereira Minseon Kim Alessandro Sordoni Marc-Alexandre Côté LLMAG 81 2 0 27 Mar 2025
LeX-Art: Rethinking Text Generation via Scalable High-Quality Data Synthesis Jike Zhong Qilong Wu Xinyue Li Bo Zhang Ming Li ... Haoyang Li Yu Qiao Peng Gao Bin Fu Zhen Li EGVM 50 0 0 27 Mar 2025
ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models Chung-En Sun Ge Yan Tsui-Wei Weng KELM LRM 67 2 0 27 Mar 2025
Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models Thomas Monks Alison Harper Amy Heather 48 0 0 27 Mar 2025
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Zhengxi Lu Yuxiang Chai Yaxuan Guo Xi Yin Liang Liu Hao Wang Han Xiao Shuai Ren Guanjing Xiong Haoyang Li LLMAG LRM 89 9 0 27 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 79 0 0 26 Mar 2025
Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Huajie Tan Yuheng Ji Xiaoshuai Hao Minglan Lin Pengwei Wang Zhongyuan Wang Shanghang Zhang ReLM OffRL LRM 97 7 0 26 Mar 2025
Optimal Scaling Laws for Efficiency Gains in a Theoretical Transformer-Augmented Sectional MoE Framework Soham Sane MoE 67 0 0 26 Mar 2025
Open Deep Search: Democratizing Search with Open-source Reasoning Agents Salaheddin Alzubi Creston Brooks Purva Chiniya Edoardo Contente Chiara von Gerlach ... Arda Kaz Windsor Nguyen Sewoong Oh Himanshu Tyagi Pramod Viswanath VLM ELM LRM 96 4 0 26 Mar 2025
A multi-agentic framework for real-time, autonomous freeform metasurface design Robert Lupoiu Yixuan Shao Tianxiang Dai Chenkai Mao Kofi Edee Jonathan A. Fan AI4CE 73 0 0 26 Mar 2025
Cyborg Data: Merging Human with AI Generated Training Data Kai North Christopher Ormerod 37 0 0 26 Mar 2025
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning Sichun Luo Jian Xu Xinsong Zhang Linrong Wang Sicong Liu Hanxu Hou Linqi Song RALM 3DV LRM 84 0 0 26 Mar 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 73 61 0 26 Mar 2025
A Large-Scale Vision-Language Dataset Derived from Open Scientific Literature to Advance Biomedical Generalist AI Alejandro Lozano Min Woo Sun James Burgess Jeffrey Nirschl Christopher Polzak ... Xiaohan Wang Alfred Seunghoon Song Chiang Chia-Chun Robert Tibshirani Serena Yeung-Levy LM&MA 102 1 0 26 Mar 2025
Reasoning Beyond Limits: Advances and Open Problems for LLMs M. Ferrag Norbert Tihanyi Merouane Debbah ELM OffRL LRM AI4CE 216 3 0 26 Mar 2025
Can Large Language Models Predict Associations Among Human Attitudes? Ana Ma Derek Powell 39 0 0 26 Mar 2025
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning? Kexian Tang Junyao Gao Yanhong Zeng Haodong Duan Yanan Sun Zhening Xing Wenran Liu Kaifeng Lyu Kai-xiang Chen ELM LRM 61 2 0 25 Mar 2025
Learning to chain-of-thought with Jensen's evidence lower bound Yunhao Tang Sid Wang Rémi Munos BDL OffRL LRM 55 0 0 25 Mar 2025
RL-finetuning LLMs from on- and off-policy data with a single algorithm Yunhao Tang Taco Cohen David W. Zhang Michal Valko Rémi Munos OffRL 46 3 0 25 Mar 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Yansen Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 54 3 0 25 Mar 2025
Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators Seungone Kim Ian Wu Jinu Lee Xiang Yue Seongyun Lee ... Kiril Gashteovski Carolin (Haas) Lawrence J. Hockenmaier Graham Neubig Sean Welleck LRM 58 2 0 25 Mar 2025
Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yunjie Ji Yiping Peng Han Zhao Xiangang Li ReLM ELM LRM 59 6 0 25 Mar 2025
Analyzable Chain-of-Musical-Thought Prompting for High-Fidelity Music Generation Max W. Y. Lam Yijin Xing Weiya You Jingcheng Wu Zongyu Yin ... T. Zhao Chien-Hung Liu Xuchen Song Yang Li Yahui Zhou LRM 64 2 0 25 Mar 2025
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation Hongcheng Gao Jiashu Qu Jingyi Tang Baolong Bi Yi Liu Hongyu Chen Li Liang Li Su Qingming Huang MLLM VLM LRM 88 5 0 25 Mar 2025
Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees Gollam Rabby Diyana Muhammed Prasenjit Mitra Sören Auer 40 1 0 25 Mar 2025