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9 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. LawCompass: Navigating from Legal QA to Multi-Agent Deep Research with Grounded Evidence

    Oct 1, 2026Xiaoxia Cheng, Linnan Wang, Jiahao Ma +5Legal Reasoning TasksLegal Domain

    Anhui University · Tsinghua University

  2. DAGent: Evaluate-then-Grow Planning for Deep Research Agents

    Sep 30, 2026Hanwen Liu, Yuanfu Sun, Qiaoyu TanDeep ResearchAction-Conditioned Planning

    New York University · New York University Shanghai

  3. Search Shapes Conclusions: Auditing Evidence Selection Bias in Deep Research Agents

    Sep 30, 2026Shuyao Xiao, Shengling Wang, Xuan Chen +8Deep ResearchAdaptive Sampling

    Beijing Normal University · Ke Holdings

  4. LongCat-DeepResearch Technical Report

    Sep 28, 2026Meituan LongCat Team, He Zhu, Yue Xu +28Deep ResearchTechnical Report

    Meituan LongCat Team

  5. AdaTutoRank: Learning to Rerank Document Sets via Adaptive Tutoring Optimization for RAG and Deep Research

    Sep 26, 2026Kailin Jiang, Lei Liu, Jian Xi +6RerankingDeep Research

    University of Science and Technology of China · Yuanbao Team, Tencent

  6. F2^{2}DR: A Fine-Grained Full-Pipeline Reward Framework for DeepSearch Workflows

    Sep 17, 2026Bojian Xiong, Wentao Ding, Yujing Lu +11Deep Research

    Tianjin University · TJUNLP Lab, Tianjin University, Tianjin, China · Baidu Inc. +1

  7. Decomposition Buys Integrity, Not Yield

    Sep 15, 2026Rong HeDelegationDecomposition

  8. WinSyn: An Automated Pipeline for Realistic Enterprise Question-Answering Evaluation

    Sep 14, 2026Amey Varhade, Ananya Sutradhar, Ravishankar Krishnaswamy +1Enterprise SystemsData Science Agents

    Microsoft Research India

  9. Benchmarking Hybrid Deep Research Across Database Querying and Web Search

    Sep 8, 2026Ruofan Wu, Peiran Xu, Xiaolong Li +9Deep ResearchAgentic Search

    University of Houston · University of California, Los Angeles · The University of Hong Kong +2

  10. DualStake: Dual-Path Confidence Calibration in Deep Research Agents

    Sep 1, 2026Yinuo Xu, Yuwei Liang, Jianjie Cheng +4Confidence CalibrationDeep Research

    NLPR & MAIS, Institute of Automation, Chinese Academy of Sciences (CASIA) · School of Artificial Intelligence, University of Chinese Academy of Sciences · Meituan Inc.

  11. Carnot: Interpretable, Interactive, and Optimized Execution of Deep Research Queries

    Aug 10, 2026Matthew Russo, Yash Agarwal, Tianyu Li +5Data LakesTaxonomy-Driven Dataflow Model

    MIT

  12. Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents

    Aug 9, 2026Harshitha Kolukuluru, Reshma Ashok, Kirat Arora +7Deep ResearchLong-Horizon Agents

    University of Massachusetts Amherst · The University of Texas at Austin · Adobe Research

  13. Personalized Deep Research Query Refinement with Graph-Scaffolded Evidence Grounding

    Aug 6, 2026Soojin Yoon, Dongha LeeDeep ResearchAgentic Search

    Department of Artificial Intelligence, Yonsei University

  14. Training Documents Reranker with Search Rubrics for Deep Research Agent

    Aug 4, 2026Wenhan Liu, Yu Lu, Qiaolin Xia +8Cross-Encoder RerankingDeep Research

    1Gaoling School of Artificial Intelligence, Renmin University of China · 2Tencent, Beijing, China

  15. From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution

    Aug 3, 2026Can Wang, Haoran Chen, Haowen Gao +3Deep ResearchAutoformalization

    Shandong Key Laboratory of Digital Service Computing Technology and Systems · Alibaba Token Hub · State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences +1

  16. Stop When Memory Suffices: Evidence-Conditioned Progressive Execution for LLM Agents

    Aug 2, 2026Yidan Lin, Kaixiang Wang, Jiong Lou +1Peak MemoryLarge Language Model Agents

  17. FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction

    Aug 1, 2026Chaoqun Yang, Fengbin Zhu, Xinyu Lin +5Finance BenchmarksDeep Research

    School of Computing, National University of Singapore · Institute of Computing Technology, Chinese Academy of Sciences · China Economics and Management Academy, Central University of Finance and Economics +1

  18. Deep Research Pretraining via Predictive Navigation

    Aug 1, 2026Jiang Zhou, Zhiyuan Fan, Xing Wu +3Deep ResearchPretraining

    Hunyuan Team, Tencent

  19. FinanceHarness: Autonomous Financial Deep Research Framework

    Jul 30, 2026Yijia Xiao, Rujun Han, Yanfei Chen +8Finance BenchmarksDeep Research

    Google Cloud AI Research · University of California, Los Angeles

  20. Baikal: Structured Search for Deep Research over Data Lakes

    Jul 30, 2026Dhruv Agarwal, Rishitha Guttapalle Mohan, Aarti Kumari +5Data LakesDeep Research

    University of Massachusetts Amherst · IBM Research

  21. DeepResearch Agent System

    Jul 30, 2026Yong Huang, Yulu Huang, for the team CollaborationDeep ResearchDeepseek

  22. AI's Capability in Assisting Scientific Research in Physics, Astrophysics, and Cosmology I: Literature Review

    Jul 28, 2026Anamaria Hell, Kateryna Vovk, Veena Krishnaraj +18Literature ReviewScientific Discovery

    IPMU

  23. AREX: Towards a Recursively Self-Improving Agent for Deep Research

    Jul 23, 2026Shuqi Lu, Chaofan Li, Kun Luo +21Self-Improving AgentsDeep Research

    Beijing Academy of Artificial Intelligence (BAAI)

  24. Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions

    Jul 23, 2026Pengyu Zhu, Lijun Li, Longju Yang +2Deep ResearchFalsehood

    1Beijing University of Posts and Telecommunications · 2Shanghai Artificial Intelligence Laboratory · 3Chongqing University of Posts and Telecommunications

  25. DRNOISE: Benchmarking Deep Research Agents in Misleading Evidence Environments

    Jul 19, 2026Jun Nie, Zhiqin Yang, Zhenheng Tang +4Deep ResearchFalsehood

    Hong Kong Baptist University · University of Science and Technology of China · The Hong Kong University of Science and Technology

  26. FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality

    Jul 14, 2026Beidi Luan, Rui Sun, Sinuo Wang +5Finance BenchmarksDeep Research

    1StepFun · University of Adelaide · 2FinStep +1

  27. NVAITC AI Scientist: A Governed End-to-End Research System -- A Hypertension GWAS Case Study

    Jul 13, 2026Eddie Huang, Ken Liao, Iven Fu +14Scientific WorkflowsArtificial Intelligence Scientists

    NVIDIA AI Technology Center, NVIDIA Corporation · NVIDIA AI Technology Center (NVAITC), NVIDIA Corporation · Department of Medical Research, China Medical University Hospital, Taichung, Taiwan +12

  28. FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents

    Jul 6, 2026Yue Pan, Ziheng Zhang, Junxiang Lei +3Deep ResearchAgentic Retrieval-Augmented Generation Systems

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

  29. DEEPMED Search: An Open-Source Agentic Platform for Medical Deep Research with Introspective Verification

    Jun 29, 2026Maolin Liu, Fanyu Xu, Ruoqing Xu +3Clinical Reasoning TrainingHievi-Rag

    School of Computer Science and Software Engineering, Shanghai University · Department of Computer Science and Engineering, Shanghai Jiao Tong University

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

    Jun 18, 2026Zhibang Yang, Xinke Jiang, Yuzhen Xiao +9Deep ResearchReport

    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

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

    Jun 18, 2026Wei Yu, Suxing Liu, Minjie Yu +4Deep ResearchMixture-Of-Agents

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

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

    Jun 16, 2026Md Tawkat Islam Khondaker, Raymond Li, Muhammad Abdul-Mageed +2Deep ResearchAgentic Workflow Design

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

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

    Jun 13, 2026Yao Dong, Xinglin Xiao, Liwei Dong +5Deep ResearchLong-Horizon Agents

    XScience Lab · Wenge AI

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

    Jun 10, 2026Hongming Piao, Chi Liu, Mengzhuo Chen +5Deep ResearchSelf-Evolving Agents

    IQuest Research · Zhejiang University

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

    Jun 8, 2026Rishabh Sabharwal, Hongru Wang, Amos Storkey +1Deep ResearchFeedback

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

  36. SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research

    Jun 8, 2026Pu Ning, Quan Chen, Kun Tao +7Long-Horizon AgentsDelegation

    Tsinghua University · Peking University · Ant Group +1

  37. MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation

    Jun 8, 2026Yongrui Liu, Deyi XiongScaling Improve Social SimulationComputational Social Science

    The International Joint Institute of Tianjin University, Fuzhou, Tianjin University, China · TJUNLP Lab, School of Computer Science and Technology, Tianjin University, China

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

    Jun 5, 2026Lingyong Yan, Can Xu, Yukun Zhao +13Deep ResearchModel-Based Multi-Agent Systems

    DuMate Team, Baidu AI Cloud

  39. Self-Evolving Deep Research via Joint Generation and Evaluation

    Jun 3, 2026Han Zhu, Chengkun Cai, Yuanfeng Song +3Deep ResearchIterative Co-Training

    1The Hong Kong University of Science and Technology · 2ByteDance, China · University College London

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

    Jun 1, 2026Xinkai Ma, Zhiqi Bai, Dingling Zhang +21Multimodal Retrieval Augmented GenerationDeep Research

    Nanjing University · Alibaba Group

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

    Jun 1, 2026Jiaming Wang, Ziteng Feng, Jiangtao Wu +8Deep ResearchModel Auditing

    NJU-LINK Team, Nanjing University · JIUTIAN Research

  42. Deep Research as Rubric for Reinforcement Learning

    May 31, 2026Wangyi Mei, Zhouhong Gu, Zhenhan Bai +9RubricsDeep Research

    Fudan University · Xiaohongshu Inc. · Beijing University of Posts and Telecommunications

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

    May 29, 2026Mustafa Anis Hussain, Xinle Wu, Yao LuLarge Language Model PlanningDeep Research

    National University of Singapore

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

    May 29, 2026Alexander Gurung, Spandana Gella, Alexandre Drouin +3Data LeakagePrivacy

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

  45. Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation

    May 28, 2026Chenghao Zhang, Guanting Dong, Yufan Liu +3Deep ResearchReport

    Gaoling School of Artificial Intelligence, Renmin University of China

  46. Rethinking Literature Search Evaluation: Deep Research Helps, and Human Citation Lists Are Not a Ground Truth

    May 28, 2026Gaurav Sahu, Laurent Charlin, Christopher PalLiterature ReviewDeep Research

    1Mila – Quebec AI Institute · 2HEC Montréal · 4Canada CIFAR AI Chair +3

  47. Dr-CiK: A Testbed for Foresight-Driven Agents

    May 27, 2026Yihong Tang, Andrew Robert Williams, Arjun Ashok +6Deep ResearchDistractor

    McGill University · ServiceNow Research · Université de Montréal +3

  48. VeriTrace: Evolving Mental Models for Deep Research Agents

    May 25, 2026Haolang Zhao, Yunbo Long, Lukas Beckenbauer +1Deep ResearchTraces

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

  49. An Interactive Paradigm for Deep Research

    May 22, 2026Lin Ai, Victor S. Bursztyn, Xiang Chen +2Deep Research

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

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

    May 22, 2026Jian Xie, Tianhe Lin, Zilu Wang +16Deep ResearchSynthetic Task

    1The Ohio State University · 2Amazon AGI SF Lab

  51. DeepWeb-Bench: A Deep Research Benchmark Demanding Massive Cross-Source Evidence and Long-Horizon Derivation

    May 20, 2026Sixiong Xie, Zhuofan Shi, Haiyang Shen +8Deep ResearchLong-Horizon Inference

    Peking University

  52. MemGym: a Long-Horizon Memory Environment for LLM Agents

    May 20, 2026Wujiang Xu, Yu Wang, Kai Mei +8Agentic MemoryLarge Language Model Agents

    1Rutgers University · 2Capital One · 3Princeton University +1

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

    May 17, 2026Tanmay Asthana, Aman Saksena, Divyansh SahuDeep ResearchExpert Demonstrations

    Deccan AI Research

  54. Argus: Evidence Assembly for Scalable Deep Research Agents

    May 15, 2026Zhen Zhang, Liangcai Su, Zhuo Chen +7Deep Research

    MiroMind AI

  55. ViDR: Grounding Multimodal Deep Research Reports in Source Visual Evidence

    May 13, 2026Zhuofan Shi, Peilun Jia, Baoqin Sun +4Visual EvidenceDeep Research

    School of Software and Microelectronics, Peking University, Beijing 100871, China · 2National Key Laboratory of Data Space Technology and System, Beijing 100871, China · School of Software Engineering, Beijing Jiaotong University, Beijing, 100044, China

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

    May 12, 2026Jiarui Jin, Zexuan Yan, Shijian Wang +2Deep ResearchCoding Agents

    Xiaohongshu Inc.

  57. Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?

    May 11, 2026Tz-Huan Hsu, Jheng-Hong Yang, Jimmy LinAgentic SearchSearch Agents

    University of Waterloo · Stencilzeit

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

    May 7, 2026Jinge Wu, Hongjian Zhou, Mingde Zeng +8Agentic BenchmarksBiomedical

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

  59. LLM-Oriented Information Retrieval: A Denoising-First Perspective

    May 1, 2026Lu Dai, Liang Sun, Fanpu Cao +4Agentic SearchDeep Research

    Hong Kong University of Science and Technology · Hong Kong University of Science and Technology (Guangzhou)

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

    Apr 28, 2026Lei Xiong, Kun Luo, Ziyi Xia +15Research AutomationDeep Research

    AutoResearchBench Team*