Title
Tipping the Dominos: Topology-Aware Multi-Hop Attacks on LLM-Based Multi-Agent Systems Ruichao Liang Le Yin Jing Chen Cong Wu X. Zhang Huangpeng Gu Zijian Zhang Yang Liu AAML 116 0 0 03 Dec 2025
LeechHijack: Covert Computational Resource Exploitation in Intelligent Agent Systems Yuanhe Zhang Weiliu Wang Zhenhong Zhou Kun Wang Jie Zhang Li Sun Yang Liu Sen Su 116 1 0 02 Dec 2025
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration Hongjin Su Shizhe Diao Ximing Lu Mingjie Liu Jiacheng Xu ... Evelina Bakhturina Tao Yu Yejin Choi Jan Kautz Pavlo Molchanov 235 4 0 26 Nov 2025
Latent Collaboration in Multi-Agent Systems Jiaru Zou X. Yang Ruizhong Qiu Gaotang Li Katherine Tieu ... Yejin Choi Jingrui He James Zou Mengdi Wang Ling Yang LLMAG LRM AI4CE 890 2 0 25 Nov 2025
AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning Jiayi Zhang Yiran Peng Fanqi Kong Yang Cheng Yifan Wu ... Hongzhang Liu Xiangru Tang Bang Liu Chenglin Wu Yuyu Luo 158 2 0 24 Nov 2025
Stop Wasting Your Tokens: Towards Efficient Runtime Multi-Agent Systems Fulin Lin S. Chen Ruishan Fang Hongwei Wang Tao Lin LLMAG 140 0 0 30 Oct 2025
GAP: Graph-Based Agent Planning with Parallel Tool Use and Reinforcement Learning Jiaqi Wu Qinlao Zhao Zefeng Chen Kai Qin Yifei Zhao Xueqian Wang Yuhang Yao 80 0 0 29 Oct 2025
Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents Yueqi Song Ketan Ramaneti Zaid A. W. Sheikh Z. Chen Boyu Gou ... Xiang Yue Tao Yu Huan Sun Yu-Chuan Su Graham Neubig 168 2 0 28 Oct 2025
ReCode: Unify Plan and Action for Universal Granularity Control Quan Shi Jiayi Zhang Huixue Su Yufan Zhao Yifan Wu ... Yizhang Lin Lingxiao Tang Yingchao Li Yuyu Luo Bang Liu 178 2 0 27 Oct 2025
DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking Tian Lan Bin Zhu Qianghuai Jia Junyang Ren Haijun Li Longyue Wang Zhao Xu Weihua Luo Kaifu Zhang 81 0 0 23 Oct 2025
TheMCPCompany: Creating General-purpose Agents with Task-specific Tools Reza Esfandiarpoor Vishwas Suryanarayanan Stephen H. Bach Vishal Chowdhary Anthony Aue LLMAG 191 0 0 22 Oct 2025
Which LLM Multi-Agent Protocol to Choose? Hongyi Du Jiaqi Su Jisen Li Lijie Ding Yingxuan Yang Peixuan Han Xiangru Tang Kunlun Zhu Jiaxuan You 198 1 0 20 Oct 2025
FinSight: Towards Real-World Financial Deep Research Jiajie Jin Yuyao Zhang Yimeng Xu Hongjin Qian Yutao Zhu Zhicheng Dou AIFin 199 1 0 19 Oct 2025
ResearStudio: A Human-Intervenable Framework for Building Controllable Deep-Research Agents Linyi Yang Yixuan Weng 130 0 0 14 Oct 2025
A $^2$ FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Qianben Chen Jingyi Cao Jiayu Zhang Tianrui Qin Xiaowan Li ... Xin Gui Ge Zhang Jian Yang Yuchen Eleanor Jiang Wangchunshu Zhou LLMAG LRM 304 1 0 13 Oct 2025
GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search Heng Zhang Yuling Shi Xiaodong Gu Haochen You Zijian Zhang Lubin Gan Yilei Yuan Jin Huang 120 2 0 12 Oct 2025
Understanding DeepResearch via Reports Tianyu Fan Xinyao Niu Yuxiang Zheng Fengji Zhang Chengen Huang B. Chen Junyang Lin Chao Huang LLMAG 109 0 0 09 Oct 2025
CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards Xiangyuan Xue Yifan Zhou G. Zhang Zaibin Zhang Y. Li Chen Zhang Z. Yin Philip Torr Wanli Ouyang Lei Bai LLMAG 133 2 0 09 Oct 2025
FlowSearch: Advancing deep research with dynamic structured knowledge flow Yusong Hu Runmin Ma Yue Fan Jinxin Shi Zongsheng Cao ... Jiakang Yuan Xiangchao Yan Wenlong Zhang Lei Bai Bo Zhang AI4CE 146 1 0 09 Oct 2025
Training-Free Group Relative Policy Optimization Yuzheng Cai Siqi Cai Yuchen Shi Zihan Xu Lichao Chen ... Zongyi Li Haojia Lin Yong Mao Ke Li Xing Sun OffRL 198 4 0 09 Oct 2025
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Tianrui Qin Qianben Chen S. Wang He Xing King Zhu ... G. Zhang Jiaheng Liu Yuchen Eleanor Jiang Xitong Gao Wangchunshu Zhou LLMAG LRM 159 5 0 29 Sep 2025
Towards Personalized Deep Research: Benchmarks and Evaluations Yuan Liang Jiaxian Li Y. X. R. Wang Piaohong Wang Motong Tian ... Ge Zhang Minghao Liu Yuchen Eleanor Jiang Ningyu Zhang Wangchunshu Zhou 148 3 0 29 Sep 2025
MAS $^2$ : Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems Kun Wang G. Zhang ManKit Ye Xinyu Deng Dongxia Wang Xiaobin Hu Jinyang Guo Yang Liu Yufei Guo LLMAG 123 0 0 29 Sep 2025
Orchestrate, Generate, Reflect: A VLM-Based Multi-Agent Collaboration Framework for Automated Driving Policy Learning Zengqi Peng Yusen Xie Yubin Wang Rui Yang Qifeng Chen Jun Ma 104 0 0 21 Sep 2025
PhysicalAgent: Towards General Cognitive Robotics with Foundation World Models Artem Lykov Jeffrin Sam Hung Khang Nguyen Vladislav Kozlovskiy Yara Mahmoud Valerii Serpiva Miguel Altamirano Cabrera Mikhail Konenkov Dzmitry Tsetserukou LM&Ro VGen AI4CE 101 0 0 17 Sep 2025
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning Kuan Li Zhongwang Zhang Huifeng Yin Rui Ye Yida Zhao ... Zhen Zhang Yong Jiang Pengjun Xie Fei Huang Jingren Zhou 153 18 0 16 Sep 2025
Reinforcement Learning Foundations for Deep Research Systems: A Survey Wenjun Li Z. Chen Jingru Lin Hannan Cao Wei Han ... Zhi Zhang Kuicai Dong Dexun Li Chen Zhang Yong Liu OffRL 210 4 0 08 Sep 2025
AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems? G. Zhang Junhao Wang Junjie Chen Wangchunshu Zhou Kun Wang Shuicheng Yan LLMAG 294 10 0 03 Sep 2025
HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution Jinzhou Tang Jusheng Zhang Qinhan Lv Sidi Liu Jing Yang Chengpei Tang Keze Wang 80 2 0 29 Aug 2025
PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation Jiho Choi Seojeong Park Seongjong Song Hyunjung Shim 108 0 0 29 Aug 2025
SWIRL: A Staged Workflow for Interleaved Reinforcement Learning in Mobile GUI Control Quanfeng Lu Zhantao Ma Shuai Zhong Jin Wang Dahai Yu Michael K. Ng Ping Luo 196 0 0 27 Aug 2025
Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol Xinxing Ren Caelum Forder Qianbo Zang Ahsen Tahir Roman J. Georgio Suman Deb Peter Carroll Önder Gürcan Zekun Guo 188 0 0 23 Aug 2025
Memento: Fine-tuning LLM Agents without Fine-tuning LLMs Huichi Zhou Yihang Chen Siyuan Guo Xue Yan Kin-Hei Lee ... Ka Yiu Lee Guchun Zhang Youssef Attia El Hili Linyi Yang Jun Wang LLMAG 392 12 0 22 Aug 2025
MCPVerse: An Expansive, Real-World Benchmark for Agentic Tool Use Fei Lei Yibo Yang Wenxiu Sun Dahua Lin LLMAG 151 3 0 22 Aug 2025
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models Qiguang Chen Dengyun Peng Jinhao Liu HuiKang Su Jiannan Guan Libo Qin Wanxiang Che LRM 128 5 0 15 Aug 2025
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Shilong Li Xingyuan Bu Wenjie Wang Jiaheng Liu Jun Dong ... Wenhao Huang Wangchunshu Zhou Zhaoxiang Zhang Ruizhe Ding Shilei Wen LLMAG LRM 287 6 0 14 Aug 2025
PRELUDE: A Benchmark Designed to Require Global Comprehension and Reasoning over Long Contexts Mo Yu Tsz Ting Chung Chulun Zhou Tong Li R. Lu ... Liyan Xu Haoshu Lu Ning Zhang Jing Li Jie Zhou ELM 189 2 0 13 Aug 2025
Chimera: Harnessing Multi-Agent LLMs for Automatic Insider Threat Simulation Jiongchi Yu Xiaofei Xie Q. Hu Yuhan Ma Ziming Zhao LLMAG AAML 193 1 0 11 Aug 2025
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Xin Guan Peng Xia Zhen Zhang Xinyu Wang Qiuchen Wang ... Kuan Li Yong Jiang Pengjun Xie Fei Huang Jingren Zhou 311 31 0 07 Aug 2025
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training Tianqing Fang Z. Zhang Xiaoyang Wang Rui Wang Can Qin ... Jiaqi Chen Xiyun Li H. Zhang Haitao Mi Dong Yu 209 15 0 01 Aug 2025
Efficient Agents: Building Effective Agents While Reducing Cost Ningning Wang Xavier Hu Pai Liu He Zhu Yue Hou ... Ge Zhang Changwang Zhang Jun Wang Yuchen Eleanor Jiang Wangchunshu Zhou LLMAG 3DV 351 8 0 24 Jul 2025
PyVision: Agentic Vision with Dynamic Tooling Shitian Zhao H. Zhang Shaoheng Lin Ming Li Qilong Wu Kaipeng Zhang Chen Wei LRM 265 19 0 10 Jul 2025
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Yuanzhe Hu Yu Wang Julian McAuley LLMAG KELM 192 22 0 07 Jul 2025
Deep Research Agents: A Systematic Examination And Roadmap Y. Huang Yihao Chen Haozheng Zhang Kang Li Huichi Zhou ... Lifeng Shang Songcen Xu Jianye Hao Youssef Attia El Hili Jun Wang LLMAG 262 41 0 22 Jun 2025
OAgents: An Empirical Study of Building Effective Agents He Zhu Tianrui Qin King Zhu Heyuan Huang Yeyi Guan ... Jian Yang M. Liu Xitong Gao Jiaheng Liu Wangchunshu Zhou 282 11 0 17 Jun 2025
AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes Jiahao Qiu Xinzhe Juan Yimin Wang L. Yang Xuan Qi ... Hongru Wang Shilong Liu Xun Jiang Liu Leqi Mengdi Wang 197 9 0 17 Jun 2025
WebDancer: Towards Autonomous Information Seeking Agency Jialong Wu Baixuan Li Runnan Fang Wenbiao Yin Liwen Zhang ... Yong Jiang Pengjun Xie Fei Huang Jingren Zhou Jingren Zhou 242 70 0 28 May 2025
MASLab: A Unified and Comprehensive Codebase for LLM-based Multi-Agent Systems Rui Ye Keduan Huang Qimin Wu Yuzhu Cai Tian Jin ... Bo An Yang Gao Wenjun Wu Lei Bai Siheng Chen LLMAG 408 7 0 22 May 2025
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen Jun Wang Weinan Zhang OffRL 601 20 0 21 Apr 2025
APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay Akshara Prabhakar Ziqiang Liu Weiran Yao Jianguo Zhang Ming Zhu ... Juan Carlos Niebles Shelby Heinecke Han Wang Siyang Song Caiming Xiong VGen 402 61 0 04 Apr 2025