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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. Argo-Bench: Evaluating Data Agents on Enterprise-Scale Workflows

    Oct 1, 2026Gabriel Tomitsuka, Arman Raayatsanati, Emma Xing +2Data Science AgentsMemoryagentbench

    TextQL

  2. Towards Reliable AI Data Scientists: Data Agents with Workflow Harnesses

    Sep 28, 2026Huachi Zhou, Yujing Zhang, Jiahe Du +7Data Science AgentsAgentic Workflow Design

    The Hong Kong Polytechnic University, Hong Kong, China · Jilin University, Changchun, China

  3. AutoDataBench: Can Agents Write the Data That Feeds the Self-Improvement Loop?

    Sep 28, 2026Haotian Luo, Haoyu Wang, Zeyu Qin +5Data Science AgentsAgentic Benchmarks

    HKUST · SLAI · NTU

  4. StateGuard: Analytical-State Management with Validity-Aware Intervention for Long-Horizon Data Agents

    Sep 28, 2026Wenle Liao, Zhao Wang, Jingchao Zhang +3Long-Horizon AgentsData Science Agents

    Gaoling School of Artificial Intelligence Renmin University of China

  5. Large Language Models for Structured Clinical Data Analysis: Dual-Agent Grounding and Validation

    Sep 28, 2026Erfan D. Dehkalani, Seetha Shankaran, Abbot R. Laptook +3Data Science AgentsValidation

    Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children’s Hospital, and Harvard Medical School, Boston, MA, USA · Department of Pediatrics, Wayne State University School of Medicine, Detroit, MI, USA · Department of Pediatrics, Women & Infants Hospital of Rhode Island, and Warren Alpert Medical School of Brown University, Providence, RI, USA +1

  6. DISCERN: Can AI Agents Work Like Scientists and Guide Discovery?

    Sep 27, 2026Nan Huang, Mario Tapia-Pacheco, Kun Zhou +4Scientific AgentsData Science Agents

    University of California San Diego · Independent Researcher

  7. Qwen-Planner-Agent: A Closed-Loop AI-for-AI Framework for Real-World Mobile Planner Agents

    Sep 24, 2026Tingyu Qu, Weigao Sun, Yuecheng Liu +23Large Language Model PlanningAi-Based Framework

    MAI Team, Alibaba Token Hub, Alibaba Group

  8. UniDataAgent: An Ontology-Grounded Agent for Enterprise Question-to-Report Automation

    Sep 23, 2026Yutai Duan, Yahui Zhao, Zhangti Li +5Data Science AgentsOntology

    China Unicom Software Research Institute Beijing, China

  9. Learned Enterprise Data Comprehension: Compression and Routing for Data Agents

    Sep 21, 2026Ethan Torres, Eric MillsData Science AgentsData Compression Methods

  10. The AI Neuroscientist: An Interactive Agentic Interface for Neuroimaging Analysis

    Sep 21, 2026Aakash Patel, Panos Ketonis, Shreya Saxena +2Data Science AgentsArtificial Intelligence Scientists

    Department of Computer Science, Yale University · Wu Tsai Institute, Yale University · Department of Biomedical Engineering, Yale University +2

  11. Data Agents: Agentic Data Systems

    Sep 21, 2026Guoliang Li, Peiyao Zhou, Xuanhe Zhou +3Data Science AgentsProduction Agentic Systems

    Department of Computer Science, Tsinghua University, Beijing, China · Shanghai Jiao Tong University, Shanghai, China · The Hong Kong University of Science and Technology (Guangzhou), China +1

  12. AutoData: Agentic Search for Pre-training Data Selection

    Sep 17, 2026Yan Meng, Dhruv Srikanth, Bingchen Zhao +2Data Science AgentsMle-Bench Lite

    University of Amsterdam · Weco AI

  13. EconSkills: Studying Skill Transfer and Retrieval for Web Agents on Live Economic Data

    Sep 17, 2026Yinzhu Quan, Zefang LiuEconomiesWeb Agents

    Georgia Institute of Technology Atlanta, GA, USA · Capital One San Jose, CA, USA

  14. Skill-based Agentic Evaluation for Real-time Data Science Tasks

    Sep 15, 2026Aniruddha Tamhane, Raghavendra Addanki, Ayushi Aggarwal +4Data Science AgentsAgentic Evaluations

    Adobe

  15. EvoOntology: A Self-Evolving Ontology Layer for Data Agents

    Sep 14, 2026Meiduo Chong, Shaolei Zhang, Ju Fan +1Data Science AgentsSelf-Evolving Agents

    Renmin University of China

  16. 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

  17. AI Soccer Analyst: Stage-Aware and Verifiable Human-AI Collaboration for Soccer Data Analysis

    Sep 12, 2026Calvin Yeung, Keisuke FujiiHuman-Ai CollaborationData Science Agents

    Nagoya University Nagoya, Aichi, Japan

  18. Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs

    Sep 9, 2026Kostia Kudriavtsev, Parvez Rafi, Sha SundaramData Science AgentsTagging

    Apple Seattle, WA and Cupertino, CA, USA

  19. Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data

    Aug 31, 2026Milad Rezaei Hajidehi, Qitong Wang, Stratos IdreosData Science AgentsUnstructured Data

    Harvard University · Cambridge, Massachusetts, USA

  20. Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents

    Aug 30, 2026Timothy Kassis, Vinayak Agarwal, Yuhuan He +2Reusable Agent SkillsScientific Workflows

    K-Dense, Inc.

  21. Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent

    Aug 11, 2026Fanqi Zhou, Qiaosheng Chen, Zixian Huang +1Alignment-Aware SelectionData Science Agents

    State Key Laboratory of Novel Software Technology, Nanjing University · Shanghai Artificial Intelligence Laboratory

  22. DSAgentBench: Can Agents Automate End-to-End Data-Science Workflows in Real Computer Environments?

    Aug 11, 2026Mizanur Rahman, Mohammed Saidul Islam, Ridwan Mahbub +3Data Science AgentsMemoryagentbench

    York University · Nanyang Technological University · Salesforce AI Research

  23. Nutrition Data Infrastructure for the AI Era: Operationalizing FAIR for Agent-Mediated Research

    Aug 11, 2026Lin Liao, Peng LiDietData Science Agents

  24. Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline

    Aug 10, 2026Morris LeeData Science AgentsAnswer

    Independent Researcher

  25. Guixu: Valuation-Driven Data Discovery for Autonomous AI Agents with On-Chain Attestation

    Aug 8, 2026Yifan Wu, Yuchen Peng, Jiaqi Chai +4Data Science AgentsAutonomous Agents

    Zhejiang University · The State Key Laboratory of Blockchain and Data Security; Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security

  26. Innovation-Residual Auditing of Autonomous Analysis Agents: Localization, Detection Limits, Error Control, and Identifiability

    Aug 6, 2026Ahmed Hassoon, Mark DredzeModel AuditingRobustness Verification

    Johns Hopkins University

  27. DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces

    Aug 4, 2026Boyan Li, Zhuowen Liang, Yupeng Xie +11Data Science AgentsAgentic Benchmarks

    HKUST(GZ) · Tsinghua University

  28. Traceable Multi-Agent System for Knowledge-Based Forecasting

    Aug 4, 2026Junhyeok Kang, Sangjun Han, Hyeokjun Choe +1Retrieval-Augmented ForecastingForecast

    LG AI Research · Seoul, Republic of Korea

  29. CyberNeuro: A Privacy-Preserving Agentic Workbench for Cohort-Scale Neuroimage and Clinical Data Analysis

    Jul 30, 2026Ran Ren, Junhong Tong, Yunxi Kong +10Multimodal NeuroimagingData Science Agents

    Department of Psychiatry University of North Carolina at Chapel Hill · Department of Computer Science University of North Carolina at Chapel Hill

  30. DataClawEval: A Benchmark for Data Engineering Agents in Real Industrial Harness

    Jul 30, 2026Debin Meng, Jiaming Yang, Zefang Zong +4Data Science AgentsMle-Bench Lite

    Tencent Shenzhen, China · Xidian University Xi’an, China · Tencent Beijing, China

  31. UrbanDS: A Graph-Guided LLM Multi-Agent System for Data-Intensive Urban Tasks

    Jul 29, 2026Zhilun Zhou, Jianghao Yu, Yuming Lin +4Data Science AgentsUrban Environments

  32. SciDataSailor: Deep Scientific Data Exploring

    Jul 29, 2026Jiyong Rao, Yicheng Qiu, Chi Zhang +2Data Science AgentsAgentic Discovery

    Shanghai Artificial Intelligence Laboratory · Tongji University

  33. SAFAARI: Schema-Aware Framework for Accelerated Advertiser Response Intelligence

    Jul 27, 2026Bhanu Teja Rangaraju, Chandan KumarData Science AgentsText-To-Sql

    Amazon, Seattle, USA.

  34. SCTA: An Agentic Framework for Stable and Interpretable Target Gene Discovery from Single-Cell RNA Sequencing

    Jul 26, 2026Shuyu Chen, Chen Zhu, Ye Zhang +3Single-Cell RnaData Science Agents

    Siebel School of Computing and Data Science University of Illinois Urbana-Champaign Champaign, IL, USA · School of Information Sciences University of Illinois Urbana-Champaign Champaign, IL, USA · Novartis Biomedical Research Biomedical Research Cambridge, MA, USA +1

  35. Towards Trustworthy and Cost-Efficient Data Integration: From Naïve RAG to Agentic RAG

    Jul 24, 2026Chuangtao Ma, Arijit KhanAgentic Retrieval-Augmented Generation SystemsData Science Agents

    Aalborg University, Denmark · Bowling Green State University, USA

  36. From Overload to Insights: How AI Agents Can Support Scientists in Analyzing Complex Data

    Jul 18, 2026Tim Fuchs, Luca Gelisio, Steffen Hauf +1Scientific AgentsData Science Agents

    University of Hamburg Hamburg, Germany · European XFEL Schenefeld, Germany · Hasso Plattner Institute University of Potsdam Potsdam, Germany

  37. DSWorld: A Data Science World Model for Efficient Autonomous Agents

    Jul 17, 2026Zherui Yang, Fan Liu, Hao LiuData Science AgentsWorld Models

    The Hong Kong University of Science and Technology (Guangzhou)

  38. CIPHER: A Decoupled Exploration-Selection Framework for Test-Time Scaling of Data Science Agents

    Jul 15, 2026Maxime Heuillet, Sharadind PeddirajuData Science AgentsTest-Time Scaling

    Amazon Web Services

  39. QwenPaw-Data: Bridging Facts, Methodology, and Execution for Autonomous Enterprise Data Analytics

    Jul 13, 2026Tianjing Zeng, Yuntao Hong, Zhongjun Ding +17Data Science AgentsMethodology

    Alibaba Group

  40. CausalDS: Benchmarking Causal Reasoning in Data-Science Agents

    Jul 9, 2026Andrej Leban, Yuekai SunData Science AgentsCausal Reasoning

    Department of Statistics University of Michigan Ann Arbor, MI, United States

  41. Do LLM-Generated Skills Make Better AI Data Scientists? A Component Ablation Across Data-Science Workflows

    Jul 8, 2026Wei-Jung HuangData Science AgentsSkills

    Independent Researcher United States

  42. Agentic Data Environments

    Jul 8, 2026Elaine Ang, Chenxi Huang, Georgios Liargkovas +13Data Science AgentsAutonomous Agents

    Columbia University

  43. Demonstrating TOFFEE: A Learned System for Synthesizing Data Agent Trajectories at Scale

    Jul 7, 2026Ziting Wang, Yin Li, Zuhao Yang +3Data Science AgentsSingle Trajectory

    Nanyang Technological University Singapore · Huawei China · Industrial and Commercial Bank of China Limited, China

  44. AgenticDataBench: A Comprehensive Benchmark for Data Agents

    Jul 2, 2026Zhaoyan Sun, Shan Zhong, Daizhou Wen +10Data Science AgentsAgentic Benchmarks

    Tsinghua University · Ant Digital Technologies, Ant Group

  45. EO-Agents: A Three-Agent LLM Pipeline for Earth Observation Hypothesis Generation

    Jul 2, 2026Mahyar Ghazanfari, Amin Tabrizian, Armin Mehrabian +1Hypothesis-Driven Model ExpansionEarth Observation

    George Washington University, Washington, DC, USA · NASA Goddard Space Flight Center, Greenbelt, MD, USA · ADNET Systems, Inc., Bethesda, MD, USA

  46. Exploring the Semantic Gap in Agentic Data Systems: A Formative Study of Operationalization Failures in Analytical Workflows

    Jul 1, 2026Jalal Mahmud, Eser KandoganData Science AgentsAgentic Workflow Design

    Megagon Labs California, USA

  47. DA-Studio: An Agentic System for End-to-End Data Analysis

    Jun 30, 2026Yizhe Liu, Shaolei Zhang, Ju FanData Science AgentsAgentic Workflow Design

    Renmin University of China

  48. The CRISTAL Method: Neurosymbolic analysis from AI-synthesized world models

    Jun 29, 2026Rafael Kaufmann, Felix Neubürger, Michael Walters +2Neuro-Symbolic FrameworkData Science Agents

    GAIA Lab. · Primordia Co.. · South Westphalia University of Applied Sciences, Lindenstr 53, Meschede, 59872, Germany. +1

  49. Agentic AI-Powered Re-Identification: An Emerging, Scalable Threat to Mobility Microdata Privacy

    Jun 26, 2026Oscar Thees, Roman Müller, Matthias TemplRe-IdentificationMobility

    University of Applied Sciences and Arts Northwestern Switzerland (FHNW), Riggenbachstrasse 16, 4600 Olten, Switzerland

  50. Making Failure Safe: A Constrained, Verifiable Agent Framework for Open-Web Data Collection

    Jun 25, 2026Bo ChenAgentic CrawlersData Science Agents

    Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

  51. Autodata: An agentic data scientist to create high quality synthetic data

    Jun 24, 2026Ilia Kulikov, Chenxi Whitehouse, Tianhao Wu +12Data Science AgentsSynthetic Data

    FAIR at Meta

  52. Grading the Grader: Lessons from Evaluating an Agentic Data Analysis System

    Jun 23, 2026Tian Zheng, Kai-Tai HsuGradingData Science Agents

    Department of Statistics Columbia University New York, NY

  53. DataClaw0: Agentic Tailoring Multimodal Data from Raw Streams

    Jun 19, 2026Cong Wan, Zeyu Guo, Zijian Cai +6Multimodal Continual Instruction TuningData Science Agents

    Xi’an Jiaotong University · University of Chinese Academy of Sciences · Shenzhen University of Advanced Technology +1

  54. AI Economist Agent: An Agentic Framework for Evidence-Based Economic and Financial Analysis with RAG, Knowledge Graphs, and Large Language Models

    Jun 18, 2026Masahiro KatoEconomiesData Science Agents

    The University of Tokyo

  55. Data Intelligence Agents: Interpreting, Modeling, and Querying Enterprise Data via Autonomous Coding Agents

    Jun 17, 2026Anoushka Vyas, Aarushi Dhanuka, Sina Khoshfetrat Pakazad +1Data Science AgentsArtificial Intelligence Agents

    C3 AI

  56. Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization

    Jun 16, 2026Aueaphum Aueawatthanaphisut, Badri Raj LamichhaneData Science AgentsLarge Language Model Workflows

    School of Information, Computer, and Communication Technology Sirindhorn International Institute of Technology, Thammasat University Pathum Thani, Thailand

  57. VeriGraph: Towards Verifiable Data-Analytic Agents

    Jun 15, 2026Jiajie Jin, Zhao Yang, Wenle Liao +5Reasoning GraphsData Science Agents

    Gaoling School of Artificial Intelligence, Renmin University of China

  58. CODA-BENCH: Can Code Agents Handle Data-Intensive Tasks?

    Jun 13, 2026Yuxin Zhang, Ju Fan, Meihao Fan +2Data Science AgentsSynthetic Benchmark

    Renmin University of China

  59. Towards Verifiable Agentic Data Science: Solving Irregular TSQA Via Tool-Grounded Reasoning

    Jun 13, 2026Sanhorn Chen, Xiaoyang Chen, Boyu Liu +1Time SeriesData Science Agents

    University of Illinois Urbana Champaign

  60. SANA: What Matters for QA Agents over Massive Data Lakes?

    Jun 11, 2026Austin Senna Wijaya, Jiaxiang Liu, Haonan Wang +1Data Science AgentsData Lakes

    Columbia University New York, USA