Agentic Discovery

Momentum

10 papers in the last four weeks, up 150% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 68

All topics
CardsList
  1. LabBook: Harnessing Experimental History for Efficient LLM-Driven Discovery

    Sep 30, 2026Bo Yuan, Wenqian Ye, Zelin Zhao +4Evolutionary SearchAgentic Discovery

  2. EurekaBench: Measuring Agentic Ability to Discover New Scientific Insights

    Sep 30, 2026Jiayi Geng, Zhengxuan Wu, Kevin S. Chen +12Scientific DiscoveryAgentic Discovery

  3. How AI Agents Discover Scientific Equations: From Hydrotope Rediscovery to New Water-Wave Amplitudes

    Sep 30, 2026Zihan Zhou, Digvijay Wadekar, Matias ZaldarriagaAgentic DiscoveryScientific Discovery

  4. Encore: Few-Shot Agentic Discovery of Manipulation Strategies

    Sep 29, 2026Yifan Kang, Zihan Wang, Zhiwen Fan +1Agentic DiscoveryFrozen

  5. SkillWeaver: Agentic Exploration over Neural Interaction Skills for Scalable Robot Data Generation

    Sep 28, 2026He Zhu, Lusen Zhao, Kwan Man Cheng +2Human-To-Robot TransferRobot Systems

  6. Continual Enterprise World Model Discovery in Dynamic Systems

    Sep 17, 2026Shambhavi Mishra, David Vazquez, Perouz Taslakian +3Enterprise SystemsAgentic Discovery

  7. From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process Development

    Sep 10, 2026Reza Amirmoshiri, Faryad Sahneh, Yasser JangjouKnowledge GraphsAgentic Discovery

  8. Efficient Exploration Is Enough

    Sep 7, 2026Mikel Malagón, Jon Vadillo, Josu Ceberio +2Efficient ExplorationAgentic Discovery

  9. Don't Drop the BATON: Long-Horizon Robot Manipulation via Agentic Subtask Exploration and Transition-aware Memory

    Aug 17, 2026Bingxin Xu, Yuzhang Shang, Emilio FerraraLong-Horizon ManipulationRobot State

  10. DiG-bench: Discovery in Games

    Aug 12, 2026Ruairidh M. Battleday, Kai Sandbrink, Jimi Cullen-Drohan +13Agentic BenchmarksArtificial Intelligence Benchmarks

  11. Agentic Auto-Research is Fuzz Testing

    Aug 10, 2026Yifeng He, Jicheng Wang, Yinzhe Zhao +2FuzzingResearch Automation

  12. 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

  13. Behavioral Skill Reconstruction: Reconstructing Hidden Functionality from LLM Agent Skills

    Aug 4, 2026Peichun Hua, Haoxuan Xu, Mengyuan LiSkillsIndirect Prompt Injection

  14. VeriTrace: Human-Like Temporal Exploration Completes Agentic Action Space

    Aug 3, 2026Yu-Tung Liu, Cunxi YuHigh-Level SynthesisTraces

  15. EvoPINN: Agentic Discovery of Executable Algorithms for Physics-Informed Neural Networks

    Jul 29, 2026Peng Yin, Kai Li, Yifan Zhang +1Parametric Physics-Informed Neural NetworkAgentic Discovery

  16. SciDataSailor: Deep Scientific Data Exploring

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

  17. Lomekwi: Resource-Bounded Tool Discovery in LLM Agents

    Jul 18, 2026Roshan Klein-Seetharaman, Daniel Wang, Andrew XuAgentic DiscoveryLarge Language Model Agents

  18. 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

  19. BrainPilot: Automating Brain Discovery with Agentic Research

    Jul 16, 2026Haoxuan Li, Tianci Gao, Jianhe Li +13Artificial Intelligence AgentsAgentic Discovery

  20. AutoTrace: From Patches to Triggers via Agentic Interprocedural Exploration

    Jul 13, 2026Arastoo Zibaeirad, Marco Vieira, Thomas ZimmermannTracesAgentic Discovery

  21. An Experimental Design Approach to Evaluating Agentic AI's Autonomous Model Discovery

    Jul 7, 2026Hao He, Xueying Liu, Chris J. Kuhlman +1Agentic DiscoveryDiscovery

  22. Rethinking Scientific Discovery in the Agentic Era

    Jul 4, 2026Yining Zheng, Yuxin Wang, Jiahao Lu +27Scientific AgentsScientific Discovery

  23. Chai: Agentic Discovery of Cryptographic Misuse Vulnerabilities

    Jun 25, 2026Corban Villa, Sohee Kim, Austin Chu +2BugAgentic Discovery

  24. Agentic evolution of physically constrained foundation models

    Jun 24, 2026Jiangwei Zhang, Wen Sun, Chong Wang +7Wireless Foundation ModelsMulti-Agent Evolution

  25. Learning Cardiac Electrophysiology Digital Twins Through Agentic Discovery of Hybrid Structure

    Jun 16, 2026Ziqi Zhou, Yubo Ye, Sumeet Atul Vadhavka +2Digital TwinsAgentic Discovery

  26. Agentic Discovery of Non-Canonical Antimicrobial Peptides with AMPGAN v3

    Jun 15, 2026Jay Jung, Xiaohan Zhang, Shenghan Song +8Antimicrobial PeptideAgentic Discovery

  27. CAMI: Cost-Aware Agent-Guided Multi-Indexing for Semantic Retrieval

    Jun 14, 2026Adnan Qidwai, Anand Eswaran, Sonam Mishra +2Precision RecallCost-Aware

  28. EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

    Jun 11, 2026Amy Xin, Jiening Siow, Junjie Wang +5Agentic DiscoveryAutonomous Agents

  29. Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills

    Jun 10, 2026Shi Liu, Jiayao Chen, Chengwei Qin +3Scientific AgentsScientific Workflows

  30. Unsupervised Skill Discovery for Agentic Data Analysis

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

  31. Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence

    May 31, 2026Fiona Y. Wang, Markus J. BuehlerAgentic DiscoveryScientific Discovery

  32. MindClaw: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention

    May 31, 2026Ruoxuan Zhang, Qiaoqiao Wan, Zhengguang Wang +4Theory-Of-Mind ReasoningClaw-Like Agent

  33. MineExplorer: Evaluating Open-World Exploration of MLLM Agents in Minecraft

    May 29, 2026Tianjie Ju, Yueqing Sun, Zheng Wu +7Open-WorldMulti-Agent Planning

  34. Sophrosyne: Agentic Exploration of Relational Data Systems Needs Moderation

    May 29, 2026Madhav Jivrajani, Ramnatthan Alagappan, Aishwarya GanesanText-To-SqlAgentic Discovery

  35. Discovery Agents for Real-Time Analytics: Toward Proactive Insight Systems

    May 26, 2026Gaetano Rossiello, Dharmashankar SubramanianEnterprise AnalyticsAgentic Discovery

  36. FoundObj: Self-supervised Foundation Models as Rewards for Label-free 3D Object Segmentation

    May 26, 2026Zihui Zhang, Zhixuan Sun, Yafei Yang +3Interactive 3D SegmentationPoint Clouds

  37. PolyFusionAgent: A Multimodal Foundation Model and Autonomous AI Assistant for Polymer Property Prediction and Inverse Design

    May 26, 2026Manpreet Kaur, Xingying Zhang, Qian LiuPolymer Property PredictionMultimodal Foundation Model

  38. Agentic Discovery of Cryomicroneedle Formulations

    May 19, 2026Hao Li, Lifu Du, Nurul Hameed +3Cryo-Electron MicroscopyAgentic Discovery

  39. Discoverable Agent Knowledge -- A Formal Framework for Agentic KG Affordances (Extended Version)

    May 18, 2026Terry R. Payne, Valentina Tamma, Enrico DagaAgentic DiscoveryOntology

  40. DrugSAGE:Self-evolving Agent Experience for Efficient State-of-the-Art Drug Discovery

    May 14, 2026Yikun Zhang, Xiwei Cheng, Tianyu Liu +2Drug DiscoveryAgentic Discovery

  41. Beyond AI as Assistants: Toward Autonomous Discovery in Cosmology

    May 14, 2026Licong Xu, Thomas BorrettArtificial Intelligence ScientistsCosmology

  42. Agentic Design of Compositional Descriptors via Autoresearch for Materials Science Applications

    May 14, 2026Matteo Cobelli, Stefano SanvitoData-Driven Materials DiscoveryMaterials Science

  43. Do Enterprise Systems Need Learned World Models? The Importance of Context to Infer Dynamics

    May 12, 2026Jishnu Sethumadhavan Nair, Patrice Bechard, Rishabh Maheshwary +14Enterprise SystemsAgentic Discovery

  44. Agentic AI Scientists Are Not Built For Autonomous Scientific Discovery

    May 9, 2026Harshit Bisht, Vinay Kumar, Kevin Maik Jablonka +2Artificial Intelligence ScientistsScientific Agents

  45. LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling

    May 8, 2026Tong Zheng, Haolin Liu, Chengsong Huang +10Test-Time ScalingAgentic Discovery

  46. Agentic Discovery of Exchange-Correlation Density Functionals

    May 6, 2026Titouan Duston, Jiashu Liang, Yuanheng Wang +6Density Functional TheoryAgentic Discovery

  47. Towards Agentic Investigation of Security Alerts

    Apr 28, 2026Even Eilertsen, Vasileios Mavroeidis, Gudmund GrovSecurity EvaluationCybersecurity