Title
Reflect before Act: Proactive Error Correction in Language Models Qiuhai Zeng Sarvesh Rajkumar Di Wang Narendra Gyanchandani Wenbo Yan KELM LLMAG 74 0 0 23 Sep 2025
Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction Akshay Govind Srinivasan Ryan George Jayden Koshy Joe Hrushikesh Kant Harshith M R Sachin Sundar Sudharshan Suresh Rahul Vimalkanth Vijayavallabh AIFin 72 0 0 19 Sep 2025
Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap Andrew Zhu Chris Callison-Burch LLMAG 126 0 0 19 Sep 2025
Foundation Models as World Models: A Foundational Study in Text-Based GridWorlds Remo Sasso Michelangelo Conserva Dominik Jeurissen Paulo E. Rauber OffRL 84 0 0 19 Sep 2025
Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models Weihang Wang Xinhao Li Ziyue Wang Yan Pang Jielei Zhang Peiyi Li Qiang Zhang Longwen Gao VLM 108 1 0 17 Sep 2025
Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction FollowingNeural Information Processing Systems (NeurIPS), 2025 Minjong Yoo Jinwoo Jang Wei-Jin Park Honguk Woo 88 4 0 10 Sep 2025
Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition Yi Liu Xiangrong Zhu Xiangyu Liu Wei Wei Wei Hu KELM 72 0 0 09 Sep 2025
From Implicit Exploration to Structured Reasoning: Leveraging Guideline and Refinement for LLMs Jiaxiang Chen Zhuo Wang Mingxi Zou Zhucong Li Zhijian Zhou Song Wang Zenglin Xu LRM 80 0 0 08 Sep 2025
From Long to Short: LLMs Excel at Trimming Own Reasoning Chains Wei Han Geng Zhan Sicheng Yu Chenyu Wang Bryan Hooi LRM 95 0 0 07 Sep 2025
Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Abdul Waheed Chancharik Mitra Laurie Z. Wang Deva Ramanan Bhiksha Raj LRM 104 0 0 05 Sep 2025
CausalARC: Abstract Reasoning with Causal World Models Jacqueline Maasch John Kalantari Kia Khezeli LRM 90 0 0 03 Sep 2025
Learning When to Plan: Efficiently Allocating Test-Time Compute for LLM Agents Davide Paglieri Bartłomiej Cupiał Jonathan Cook Ulyana Piterbarg Jens Tuyls Edward Grefenstette Jakob Foerster Jack Parker-Holder Tim Rocktaschel LLMAG 142 1 0 03 Sep 2025
Planning with Reasoning using Vision Language World Model Delong Chen Theo Moutakanni Willy Chung Yejin Bang Ziwei Ji Allen Bolourchi Pascale Fung VGen VLM 159 9 0 02 Sep 2025
MUA-RL: Multi-turn User-interacting Agent Reinforcement Learning for agentic tool use Weikang Zhao Xili Wang Chengdi Ma Lingbin Kong Zhaohua Yang Mingxiang Tuo Xiaowei Shi Yitao Zhai Xunliang Cai 76 4 0 26 Aug 2025
Explain Before You Answer: A Survey on Compositional Visual Reasoning Fucai Ke Joy Hsu Zhixi Cai Zixian Ma Xin Zheng ... P. D. Haghighi Gholamreza Haffari Ranjay Krishna Jiajun Wu H. Rezatofighi ReLM CoGe LRM 244 6 0 24 Aug 2025
Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance Yue Fang Yuxin Guo Jiaran Gao Hongxin Ding Xinke Jiang ... Yinghao Zhu Zhibang Yang Liantao Ma Junfeng Zhao Yasha Wang LM&MA LRM 72 2 0 19 Aug 2025
Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks Ruofan Lu Yichen Li Yintong Huo LLMAG 96 0 0 18 Aug 2025
Navigating the Exploration-Exploitation Tradeoff in Inference-Time Scaling of Diffusion Models Xun Su Jianming Huang Yang Yusen Zhongxi Fang Hiroyuki Kasai DiffM 103 0 0 17 Aug 2025
Improving Pre-Trained Vision-Language-Action Policies with Model-Based Search Cyrus Neary Omar G. Younis Artur Kuramshin Ozgur Aslan Glen Berseth 72 3 0 17 Aug 2025
Inspire or Predict? Exploring New Paradigms in Assisting Classical Planners with Large Language Models W. Yu Jianhang Tang Yang Zhang Shanjiang Tang Kebing Jin H. Zhuo LM&Ro 60 0 0 15 Aug 2025
SSRL: Self-Search Reinforcement Learning Wendi Li Kaiyan Zhang Heng Zhou Yuxin Zuo Yanxu Chen ... Z. He Bingning Wang Wenlong Zhang Ning Ding Bowen Zhou LLMAG LRM 79 4 0 14 Aug 2025
Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges Changyuan Zhao Guangyuan Liu Ruichen Zhang Yinqiu Liu Jiacheng Wang ... Shen Zhu Han Sumei Sun Chau Yuen Dong In Kim 144 5 0 13 Aug 2025
Careful Queries, Credible Results: Teaching RAG Models Advanced Web Search Tools with Reinforcement Learning Yuqin Dai Shuo Yang Guoqing Wang Yong Deng Zhanwei Zhang ... Changhua Meng Can Yi Yuchen Zhou Weiqiang Wang Shuai Lu 92 3 0 11 Aug 2025
Cognitive Workspace: Active Memory Management for LLMs -- An Empirical Study of Functional Infinite Context Tao An RALM 100 0 0 08 Aug 2025
Cognitive Duality for Adaptive Web Agents Jiarun Liu Chunhong Zhang Zheng Hu 88 0 0 07 Aug 2025
Test-time Prompt Intervention Chenxu Yang Q. Si Mz Dai Dingyu Yao Mingyu Zheng Minghui Chen Zheng Lin Weiping Wang LLMAG LRM 120 2 0 04 Aug 2025
A Survey on Agent Workflow -- Status and Future Chaojia Yu Zihan Cheng Hanwen Cui Yishuo Gao Zexu Luo Yijin Wang Hangbin Zheng Yong Zhao LLMAG LM&Ro 137 4 0 02 Aug 2025
MAO-ARAG: Multi-Agent Orchestration for Adaptive Retrieval-Augmented Generation Yiqun Chen Erhan Zhang Lingyong Yan Shuaiqiang Wang J. Huang D. Yin Jiaxin Mao 112 2 0 01 Aug 2025
CoEx -- Co-evolving World-model and Exploration Minsoo Kim S. Hwang LLMAG 93 0 0 29 Jul 2025
AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks Fali Wang Hui Liu Zhenwei Dai Jingying Zeng Zhiwei Zhang ... Chen Luo Zhen Li Xianfeng Tang Qi He Suhang Wang LLMAG 159 6 0 26 Jul 2025
PITA: Preference-Guided Inference-Time Alignment for LLM Post-Training Sarat Chandra Bobbili Ujwal Dinesha Dheeraj Narasimha S. Shakkottai 87 1 0 26 Jul 2025
LLM Economist: Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra Seth Karten Wenzhe Li Zihan Ding Samuel Kleiner Yu Bai Chi Jin LLMAG 158 5 0 21 Jul 2025
Interleaved LLM and Motion Planning for Generalized Multi-Object Collection in Large Scene Graphs Ruochu Yang Yu Zhou Fumin Zhang Mengxue Hou 153 0 0 21 Jul 2025
Enhancing Visual Planning with Auxiliary Tasks and Multi-token Prediction Ce Zhang Yale Song Ruta Desai Michael L. Iuzzolino Joseph Tighe Gedas Bertasius Satwik Kottur 139 1 0 20 Jul 2025
What if Othello-Playing Language Models Could See? Xinyi Chen Yifei Yuan Jiaang Li Serge J. Belongie Maarten de Rijke Anders Søgaard LRM 91 0 0 19 Jul 2025
Assessing Adaptive World Models in Machines with Novel Games Lance Ying Katherine M. Collins Prafull Sharma Cédric Colas Kaiya Ivy Zhao ... Jacob Andreas Thomas Griffiths François Chollet Kelsey R. Allen J. Tenenbaum 191 8 0 17 Jul 2025
Critiques of World Models Eric P. Xing Mingkai Deng Jinyu Hou Zhiting Hu SyDa 166 5 0 07 Jul 2025
AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench Edan Toledo Karen Hambardzumyan Martin Josifoski Rishi Hazra Nicolas Mario Baldwin ... Carole-Jean Wu Pontus Stenetorp Nicola Cancedda Jakob N. Foerster Yoram Bachrach LLMAG 139 11 0 03 Jul 2025
NavMorph: A Self-Evolving World Model for Vision-and-Language Navigation in Continuous Environments Xuan Yao Junyu Gao Changsheng Xu LM&Ro 157 11 0 30 Jun 2025
ConciseHint: Boosting Efficient Reasoning via Continuous Concise Hints during Generation Siao Tang Xinyin Ma Gongfan Fang Xinchao Wang LLMAG LRM 124 4 0 23 Jun 2025
LLM Probability Concentration: How Alignment Shrinks the Generative Horizon Chenghao Yang Ari Holtzman 98 3 0 22 Jun 2025
SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling Md Imbesat Hassan Rizvi Xiaodan Zhu Iryna Gurevych LRM 186 2 0 18 Jun 2025
Unveiling the Learning Mind of Language Models: A Cognitive Framework and Empirical Study Zhengyu Hu Jianxun Lian Zheyuan Xiao Seraphina Zhang Tianfu Wang Nicholas Jing Yuan Xing Xie Hui Xiong ELM LRM 154 2 0 16 Jun 2025
Enhance Multimodal Consistency and Coherence for Text-Image Plan GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xiaoxin Lu Ranran Haoran Zhang Yusen Zhang Rui Zhang DiffM 226 0 0 13 Jun 2025
Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills Yuquan Xie Zaijing Li Rui Shao Gongwei Chen Kaiwen Zhou Yinchuan Li Dongmei Jiang Liqiang Nie LLMAG 285 3 0 12 Jun 2025
Evaluating Multimodal Large Language Models on Video Captioning via Monte Carlo Tree SearchAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Linhao Yu Xinguang Ji Yahui Liu Fanheng Kong Chenxi Sun Jingyuan Zhang Hongzhi Zhang Victoria A. Webster-Wood Fuzheng Zhang Deyi Xiong 137 2 0 11 Jun 2025
Autonomous Computer Vision Development with Agentic AI Jin Kim Muhammad Wahi-Anwa S. Park Shawn Shin John M. Hoffman Matthew S. Brown LM&Ro 324 1 0 11 Jun 2025
G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration Samuel Holt Max Ruiz Luyten Antonin Berthon M. Schaar 167 2 0 10 Jun 2025
A Survey on Large Language Models for Mathematical Reasoning Peng-Yuan Wang Tian-Shuo Liu Chenyang Wang Yi-Di Wang Shu Yan ... Xu-Hui Liu Xin-Wei Chen Jia-Cheng Xu Ziniu Li Yang Yu LRM 176 13 0 10 Jun 2025
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions David Acuna Ximing Lu Jaehun Jung Hyunwoo J. Kim Amlan Kar Sanja Fidler Yejin Choi ReLM LRM 120 3 0 10 Jun 2025