Deep Research Agents

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8 papers in the last four weeks, up 60% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
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  1. FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents

    Jul 6, 2026Yue Pan, Ziheng Zhang, Junxiang Lei +3Deep Research AgentsRAG Poisoning Attacks

    Fudan University · Huazhong University of Science and Technology · Explore Academy, JD

  2. ScaffoldAgent: Utility-Guided Dynamic Outline Optimization for Open-Ended Deep Research

    Jun 18, 2026Zhibang Yang, Xinke Jiang, Yuzhen Xiao +9Long-Form Document GenerationDeep Research Agents

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +2

  3. MetaResearcher: Scaling Deep Research via Self-Reflective Reinforcement Learning in Adversarial Virtual Environments

    Jun 18, 2026Wei Yu, Suxing Liu, Minjie Yu +4Reinforcement LearningDeep Research Agents

    School of Digital Arts, Jiangxi Arts & Ceramics Technology Institute, Jingdezhen 33001, China · Universiti Sains Malaysia, 11800 USM Penang, Malaysia

  4. DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction

    Jun 16, 2026Md Tawkat Islam Khondaker, Raymond Li, Muhammad Abdul-Mageed +2LLM PersonalizationDeep Research Agents

    Canada Research Chair in NLP and ML · The University of British Columbia

  5. DEEPRUBRIC: Evidence-Tree Rubric Supervision for Efficient Reinforcement Learning of Deep Research Agents

    Jun 15, 2026Minghang Zhu, Chuyang Wei, Junhao Xu +3Deep Research AgentsRubric-Based RL

    Shandong University, Qingdao, China · Zhongguancun Academy, Beijing, China · Fudan University, Shanghai, China

  6. S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents

    Jun 13, 2026Yao Dong, Xinglin Xiao, Liwei Dong +5Deep Research AgentsLLM Agent Training

    XScience Lab · Wenge AI

  7. Beyond Monolingual Deep Research: Evaluating Agents and Retrievers with Cross-Lingual BrowseComp-Plus

    Jun 13, 2026Yuheng Lu, Qingcheng Zeng, Heli Qi +6Multilingual Language Model EvaluationDeep Research Agents

    Waseda University · Northwestern University · RIKEN AIP +4

  8. Hybrid Open-Ended Tri-Evolution Makes Better Deep Researcher

    Jun 10, 2026Hongming Piao, Chi Liu, Mengzhuo Chen +5Deep Research AgentsLLM Agent Training

    IQuest Research · Zhejiang University

  9. FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents

    Jun 10, 2026Jia Deng, Yimeng Chen, Xiaoqing Xiang +9Deep Research AgentsAgentic Search

    Gaoling School of Artificial Intelligence, Renmin University of China · KAUST · IQuest Research +1

  10. Multi-Turn Evaluation of Deep Research Agents Under Process-Level Feedback

    Jun 8, 2026Rishabh Sabharwal, Hongru Wang, Amos Storkey +1Deep Research AgentsAI Agent Evaluation

    School of Informatics, University of Edinburgh, United Kingdom · Huawei Technologies Co., Ltd., Edinburgh, United Kingdom

  11. DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

    Jun 5, 2026Lingyong Yan, Can Xu, Yukun Zhao +13Deep Research AgentsAgentic Search

    DuMate Team, Baidu AI Cloud

  12. Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking

    Jun 5, 2026Fan Zhang, Vireo Zhang, Shengju Qian +7Multimodal IRBelief Revision

    1CUHK · 2LIGHTSPEED · 3PKU +3

  13. Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation

    Jun 3, 2026Yongjie Wang, Xinyue Zhang, Kunhong Yao +4Deep Research AgentsLLM Agent Evaluation

    Alibaba-NTU Global e-Sustainability CorpLab (ANGEL) · College of Computing & Data Science · Tongyi Lab, Alibaba Group

  14. TVIR: Building Deep Research Agents Towards Text-Visual Interleaved Report Generation

    Jun 1, 2026Xinkai Ma, Zhiqi Bai, Dingling Zhang +21Deep Research AgentsAI Agent Benchmarks

    Nanjing University · Alibaba Group

  15. Where Do Deep-Research Agents Go Wrong? Span-Level Error Localization in Agent Trajectories

    Jun 1, 2026Jiaming Wang, Ziteng Feng, Jiangtao Wu +8Agent Failure AnalysisDeep Research Agents

    NJU-LINK Team, Nanjing University · JIUTIAN Research

  16. Planner-Centric Reinforcement Learning for Deep Research with Structure-Aware Reward

    May 29, 2026Mustafa Anis Hussain, Xinle Wu, Yao LuDeep Research AgentsLLM Planning

    National University of Singapore

  17. MosaicLeaks:Privacy Risks in Querying-in-the-Open for Deep Research Agents

    May 29, 2026Alexander Gurung, Spandana Gella, Alexandre Drouin +3Data LeakageDeep Research Agents

    University of Edinburgh · ServiceNow AI Research · McGill University +2

  18. VeriTrace: Evolving Mental Models for Deep Research Agents

    May 25, 2026Haolang Zhao, Yunbo Long, Lukas Beckenbauer +1Cognitive ModelingDeep Research Agents

    Department of Engineering, University of Cambridge · TUM School of Management, Technical University of Munich · The Alan Turing Institute

  19. An Interactive Paradigm for Deep Research

    May 22, 2026Lin Ai, Victor S. Bursztyn, Xiang Chen +2Deep Research AgentsHuman-in-the-Loop AI

    Department of Computer Science, Columbia University, New York, NY, USA · Adobe Research, San Jose, CA, USA

  20. QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks

    May 22, 2026Jian Xie, Tianhe Lin, Zilu Wang +16Deep Research AgentsLLM Agent Training

    1The Ohio State University · 2Amazon AGI SF Lab

  21. Co-ReAct: Rubrics as Step-Level Collaborators for ReAct Agents

    May 22, 2026Jiazheng Kang, Bowen Zhang, Zixin Song +4Deep Research AgentsAgentic Reasoning

    Qwen Applications Business Group of Alibaba · Tsinghua University

  22. Evaluating Deep Research Agents on Expert Consulting Work: A Benchmark with Verifiers, Rubrics, and Cognitive Traps

    May 17, 2026Tanmay Asthana, Aman Saksena, Divyansh SahuAI Agent ReliabilityDeep Research Agents

    Deccan AI Research

  23. Argus: Evidence Assembly for Scalable Deep Research Agents

    May 15, 2026Zhen Zhang, Liangcai Su, Zhuo Chen +7Multi-Agent LLM SystemsTool-Augmented Language Model Agents

    MiroMind AI

  24. AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents

    May 12, 2026Jiarui Jin, Zexuan Yan, Shijian Wang +2Deep Research AgentsMulti-Agent Collaboration

    Xiaohongshu Inc.

  25. Hypothesis-Driven Deep Research with Large Language Models: A Structured Methodology for Automated Knowledge Discovery

    May 11, 2026Michael ChinDeep Research AgentsAI-Assisted Scientific Research

    Independent Researcher

  26. BioMedArena: An Open-source Toolkit for Building and Evaluating Biomedical Deep Research Agents

    May 7, 2026Jinge Wu, Hongjian Zhou, Mingde Zeng +8AI Agents for Scientific DiscoveryDeep Research Agents

    University of Oxford · University College London · Technical University of Munich +1

  27. SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning

    May 2, 2026Tianshi Zheng, Rui Wang, Xiyun Li +5AI for ScienceDeep Research Agents

    HKUST · CUHK · Tencent AI Lab

  28. AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery

    Apr 28, 2026Lei Xiong, Kun Luo, Ziyi Xia +15Deep Research AgentsScientific Discovery

    AutoResearchBench Team*

  29. Dont Stop Early: Scalable Enterprise Deep Research with Controlled Information Flow and Evidence-Aware Termination

    Apr 27, 2026Prafulla Kumar Choubey, Kung-Hsiang Huang, Pranav Narayanan Venkit +5Deep Research AgentsLLM Agent Orchestration

    Salesforce AI Research

  30. DRACULA: Hunting for the Actions Users Want Deep Research Agents to Execute

    Apr 26, 2026Nishant Balepur, Malachi Hamada, Varsha Kishore +9Deep Research AgentsLLM Agent Evaluation

    University of Maryland · New York University · Allen Institute for Artificial Intelligence (Ai2)