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14 papers in the last four weeks, up 56% on the four weeks before. 0.2% of all new papers.

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  1. GeoNatureAgent Benchmark: Benchmarking LLM Agents for Environmental Geospatial Analysis Across Frontier and Open-Weight Foundation Models

    Jun 11, 2026Gabriel Diaz-Ireland, Diego Prieto-Herráez, Mario García Peces +2Geospatial ReasoningGeospatial

    Universidad Católica de Ávila (UCAV) Ávila, Spain · Johns Hopkins University Baltimore, MD, USA · Independent Researcher Madrid, Spain +1

  2. Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories

    Jun 9, 2026Kevin Qinghong Lin, Batu EI, Yuhong Shi +5Data Science AgentsHeadlines

    University of Oxford · Stanford University · BBC R&D

  3. TabClaw: An Interactive and Self-Evolving Agent for Spreadsheet Manipulation and Table Reasoning

    Jun 9, 2026Mingyue Cheng, Shuo Yu, Daoyu Wang +5SpreadsheetsData Science Agents

  4. A case study of evaluating AI agents on a neuroscience data-to-discovery pipeline

    Jun 5, 2026Kai A. Horstmann, Ethan Lin, Alice A. Robie +2Artificial Intelligence ScientistsData Science Agents

    Cornell University · HHMI Janelia Research Campus

  5. Unsupervised Skill Discovery for Agentic Data Analysis

    Jun 4, 2026Zhisong Qiu, Kangqi Song, Shengwei Tang +4Data Science AgentsUnsupervised Skill Discovery

    Zhejiang University · Ant Group

  6. Data Flow Control: Data Safety Policies for AI Agents

    Jun 4, 2026Charlie Summers, Eugene WuTaxonomy-Driven Dataflow ModelData Science Agents

    Columbia University New York, New York, USA

  7. SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization

    Jun 4, 2026Kuangshi Ai, Haichao Miao, Kaiyuan Tang +2Reusable Agent SkillsData Science Agents

    Univ. Notre Dame · LLNL

  8. Can Generalist Agents Automate Data Curation?

    Jun 2, 2026Feiyang Kang, Hanze Li, Adam Nguyen +5Data-CurationData Science Agents

    1Virginia Tech · University of Illinois Urbana-Champaign · University of Wisconsin-Madison +1

  9. Beyond One-shot: AI Agents for Learning in Field Experiments

    Jun 1, 2026Junjie Luo, Ritu Agarwal, Gordon GaoData Science AgentsArtificial Intelligence Agents

    Johns Hopkins School of Medicine, Baltimore, MD, USA · Carey Business School, Johns Hopkins University, Baltimore, MD, USA

  10. ANDES: Agent Native Data Evolving Synthesis Tool for Autonomous Instruction Alignment

    May 31, 2026Zhengyang Zhao, Shengjie Ye, Lu Ma +3Data Science AgentsSynthetic Data

    Peking University · Sichuan University, Chengdu

  11. "Skill Issues'': Data-Centric Optimization of Lakehouse Agents

    May 31, 2026Nicole Rose Schneider, Davide Ghilardi, Giacomo Piccinini +1Data Science AgentsAgentic Optimization

    University of Maryland USA · Università Milano Bicocca Italy · Bauplan Labs USA

  12. MOSAIC: Modular Orchestration for Structured Agentic Intelligence and Composition

    May 30, 2026Yifan Bao, Xinyu Xi, Xinyu Liu +8Data Science AgentsAgentic Framework

    Department of Computer Science, National University of Singapore · University College London · Alan Turing Institute +2

  13. VESTA: Visual Exploration with Statistical Tool Agents

    May 29, 2026William Rudman, Abhishek Divekar, Kanishk Jain +6Data Science AgentsVisual Analytics

    The University of Texas at Austin · New York University

  14. LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

    May 28, 2026Kewei Xu, Xiaoben Lu, Shuofei Qiao +4Long-Horizon AgentsData Science Agents

    Zhejiang University · Zhejiang University - Ant Group Joint Laboratory of Knowledge Graph · Ant Group

  15. First head-to-head comparison of agentic AI applied to the analysis of simulated data of the Einstein Telescope

    May 27, 2026Gianluca IngugliaArtificial Intelligence ScientistsData Science Agents

    Marietta Blau Institute for Particle Physics, Austrian Academy of Sciences, 1010 Vienna, Austria

  16. Do Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval

    May 27, 2026Shiyu Chen, Tarfah Alrashed, Alon Halevy +1Data Science AgentsMetadata

    Google, Mountain View, CA, USA

  17. Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations

    May 26, 2026Madhulatha Mandarapu, Sandeep KunkunuruKnowledge GraphsData Science Agents

    VaidhyaMegha Private Limited, India

  18. Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

    May 20, 2026Haichao Miao, Zhimin Li, Kuangshi Ai +4Visual AnalyticsData Science Agents

    Lawrence Livermore National Laboratory · Vanderbilt University · University of Notre Dame

  19. Beyond Text-to-SQL: An Agentic LLM System for Governed Enterprise Analytics APIs

    May 20, 2026Gundeep Singh, Parsa Kavehzadeh, Jing Xia +5Enterprise AnalyticsData Science Agents

    Dialpad Inc.

  20. Declarative Data Services: Structured Agentic Discovery for Composing Data Systems

    May 20, 2026Shanshan Ye, Duo LuData Science AgentsAgentic Discovery

    Northeastern University · Brown University

  21. Neurodata Without Boredom: Benchmarking Agentic AI for Data Reuse

    May 12, 2026Ling-Qi Zhang, Kristin BransonData Science AgentsArtificial Intelligence Scientists

    HHMI Janelia Research Campus · Ashburn, VA 20147

  22. ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

    May 12, 2026Wei Liu, Yang Gu, Xi Yan +5Data Science AgentsAgentic Workflows

    School of Software & Microelectronics, Peking University Beijing, China · Center for Machine Learning Research, Peking University Beijing, China Zhongguancun Academy Beijing, China

  23. DataMaster: Data-Centric Autonomous AI Research

    May 11, 2026Yaxin Du, Xiyuan Yang, Zhifan Zhou +12Data Science AgentsMle-Bench Lite

    1Shanghai Jiao Tong University · 2Carnegie Mellon University · 4Beijing University of Aeronautics and Astronautics +1

  24. Ambig-DS: A Benchmark for Task-Framing Ambiguity in Data-Science Agents

    May 10, 2026Josefa Lia Stoisser, Marc Boubnovski Martell, Sidsel Boldsen +2Data Science AgentsAgentic Benchmarks

    Novo Nordisk London, UK

  25. Do Agents Need to Plan Step-by-Step? Rethinking Planning Horizon in Data-Centric Tool Calling

    May 8, 2026Naoki Otani, Nikita Bhutani, Hannah Kim +2Large Language Model PlanningLong-Horizon Agents

    Megagon Labs Mountain View, California, USA

  26. RelAgent: LLM Agents as Data Scientists for Relational Learning

    May 8, 2026Xingyue Huang, Louis Tichelman, Jinwoo Kim +2Relational Deep LearningData Science Agents

    University of Oxford · AITHYRA · TU Wien +1

  27. Business Utility of Large Language Models as Exploratory Data Analysis Agents

    May 8, 2026Rafał Łabędzki, Patryk Miziuła, Hubert Rutkowski +5Data Science AgentsReproducibility

    SGH Warsaw School of Economics · Bydgoszcz University of Science and Technology · At the time of contribution affiliated with deepsense.ai, present affiliation is Google

  28. Towards Autonomous Business Intelligence via Data-to-Insight Discovery Agent

    May 8, 2026Dongming Wu, Junwen Li, Ming Lu +2Data Science AgentsInsights

    1Rajax Network Technology(Taobao Shangou of Alibaba)

  29. Agentic-imodels: Evolving agentic interpretability tools via autoresearch

    May 5, 2026Chandan Singh, Yan Shuo Tan, Weijia Xu +4Data Science AgentsAgentic Framework

    Microsoft Research · National University of Singapore

  30. DataClawBench: An Agent Benchmark for Exploratory Real-World Financial Data Analysis

    May 4, 2026Qiaohong Zhang, Weihao Ye, Jialong Chen +7Data Science AgentsAgentic Benchmarks

    School of Computer Science and Engineering, Sun Yat-sen University · School of Software Engineering, Sun Yat-sen University · Lingnan College, Sun Yat-sen University

  31. The Conversations Beneath the Code: Triadic Data for Long-Horizon Software Engineering Agents

    May 4, 2026Yelin KimSoftware EngineeringData Science Agents

    Independent Researcher

  32. NORA: A Harness-Engineered Autonomous Research Agent for End-to-End Spatial Data Science

    May 3, 2026Bing Zhou, Xiao Huang, Huan Ning +3Data Science AgentsAgent Harness

    Department of Geography and Sustainability, University of Tennessee, Knoxville, Knoxville, TN, USA · Department of Environmental Science, Emory University, Atlanta, GA, USA · Department of Geography, Texas A&M University, College Station, TX, USA +1

  33. D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery

    Apr 30, 2026Hanane Nour Moussa, Yifei Li, Zhuoyang Li +7Data Science AgentsSkillgym

    1The Ohio State University · 2Cisco Research

  34. TADI: Tool-Augmented Drilling Intelligence via Agentic LLM Orchestration over Heterogeneous Wellsite Data

    Apr 30, 2026Rong LuDrilling DataData Science Agents

  35. DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios

    Apr 28, 2026Jinxiang Meng, Shaoping Huang, Fangyu Lei +17Visual AnalyticsReal-World Tasks

    Institute of Automation, Chinese Academy of Sciences · University of Chinese Academy of Sciences · National University of Singapore +1

  36. Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

    Apr 27, 2026Zhisong Qiu, Shuofei Qiao, Kewei Xu +4Process Reward ModelData Science Agents

    Zhejiang University Ant Group Zhejiang University - Ant Group Joint Laboratory of Knowledge Graph Hangzhou, China · Zhejiang University Hangzhou, China · Ant Group Hangzhou, China +2

  37. Sound Agentic Science Requires Adversarial Experiments

    Apr 23, 2026Dionizije Fa, Marko CuljakScientific DiscoveryFalsehood

    Entropic

  38. PrismaDV: Automated Task-Aware Data Unit Test Generation

    Apr 23, 2026Hao Chen, Arnab Phani, Sebastian SchelterTest GenerationData Science Agents

    BIFOLD & TU Berlin

  39. Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

    Apr 22, 2026Fengxian Dong, Zhi Zheng, Xiao Han +5Memory-Augmented FrameworkData Science Agents

    University of Science and Technology of China · Zhejiang University of Technology · Meituan

  40. DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data

    Apr 21, 2026Venus Team, Sunhao Dai, Yong Deng +10Data Science AgentsDeep Research

    Ant Group

  41. ClimAgent: LLM as Agents for Autonomous Open-ended Climate Science Analysis

    Apr 18, 2026Hao Wang, Jindong Han, Wei Fan +1ClimateData Science Agents

    1The Hong Kong University of Science and Technology (Guangzhou) · 3Shandong University · University of Auckland +1

  42. DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems

    Jan 20, 2026Maojun Sun, Yifei Xie, Yue Wu +5Data Science AgentsAgentic Benchmarks

    Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University · Department of Applied Mathematics, The Hong Kong Polytechnic University

  43. CLIMATEAGENT: Multi-Agent Orchestration for Complex Climate Data Science Workflows

    Nov 25, 2025Chenyue Li, Hyeonjae Kim, Wen Deng +4Data Science AgentsMulti-Agent Orchestration

    1The Hong Kong University of Science and Technology

  44. Domain-Specific Agents for Cherenkov Telescope Array Control Software and Gamma-Ray Data Analysis

    Oct 1, 2025Dmitriy Kostunin, Elisa Jones, Vladimir Sotnikov +3Data Science AgentsCanada-France-Hawaii Telescope Data

    Deutsches Elektronen-Synchrotron DESY, 15738 Zeuthen, Germany · JetBrains Limited, 8046 Paphos, Cyprus · JetBrains GmbH, 80639 München, Germany +1

  45. AgenticData: An Agentic Data Analytics System for Heterogeneous Data

    Aug 7, 2025Ji Sun, Guoliang Li, Peiyao Zhou +3Data Science AgentsProduction Agentic Systems

    Department of Computer Science, Tsinghua University

  46. AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

    Jun 9, 2025Yifei Li, Hanane Nour Moussa, Ziru Chen +16Artificial Intelligence ScientistsScientific Agents

    Department of Computer Science and Engineering · The Ohio State University · Department of Chemistry +6

  47. GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science

    Date pendingAleksandr Tsymbalov, Danis Zaripov, Artem Epifanov +1Data Science AgentsValidation

    AI Talent Hub, ITMO University, Saint Petersburg, Russia · HSE University