Discovery

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29 papers in the last four weeks, up 71% on the four weeks before. 0.4% of all new papers.

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  1. Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum

    Jul 29, 2026Michał Bartnicki, Jarosław A. ChudziakBitcoinFraud Detection

    Faculty of Electronics and Information Technology, Warsaw University of Technology, Warsaw, Poland

  2. Improving Item Discoverability in e-Commerce Search via Related Intent Generation

    Jul 29, 2026Ji Xin, Xiao Xiao, Ishan Bhatt +6DiscoveryConsumption

    Instacart Toronto, Canada · Instacart San Diego, USA · Instacart San Francisco, USA +1

  3. AgentMap: Joint Equivalence and Subsumption Discovery for Ontology Matching

    Jul 29, 2026Yiping Song, Jiaoyan Chen, Renate Schmidt +2OntologySemantic Relationships

    Department of Computer Science, The University of Manchester, UK · School of Software Technology, Zhejiang University, China

  4. Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility

    Jul 29, 2026Yansen Zhang, Yilu Liu, Tianyu Liu +6Cost-AwareFrontiers

    International Digital Economy Academy (IDEA) · City University of Hong Kong · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)

  5. High-Order Markov Blanket Discovery via a k-Order Relaxation of the Faithfulness Assumption

    Jul 29, 2026Loong Kuan Lee, Ragavi Krishnamoorthy, Nico PiatkowskiConditional IndependenceMarkov

    Hybrid Intelligence, Fraunhofer IAIS, Sankt Augustin, Germany

  6. RIDGE: An Autonomous Framework for Validation and Method Discovery in LLM-Generated Option Pricing

    Jul 28, 2026Liexin Cheng, Xue Cheng, Shuaiqiang Liu +1Mathematical FinanceValidation

    Mathematical Institute, Utrecht University · School of Mathematical Sciences, Peking University · Delft Institute of Applied Mathematics, Delft University of Technology

  7. Agentic AI-enabled discovery across large-scale sleep physiology

    Jul 28, 2026Rahul Thapa, Umaer Hanif, Robin Guillard +10SleepPhysiological Data

    Department of Biomedical Data Science, Stanford University, Stanford, CA, USA · Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark · Danish Center for Sleep Medicine, Department of Clinical Neurophysiology, Glostrup, Denmark +6

  8. Extending Desbordante with Probabilistic Functional Dependency Discovery Support

    Jul 26, 2026Ilia Barutkin, Maxim Fofanov, Sergey Belokonny +2ProfilingData Mining

    Saint-Petersburg University · Saint-Petersburg, Russia

  9. Order in Desbordante: Techniques for Efficient Implementation of Order Dependency Discovery Algorithms

    Jul 26, 2026Yakov Kuzin, Dmitriy Shcheka, Michael Polyntsov +3Order MattersData Mining

    Saint-Petersburg University Saint-Petersburg, Russia

  10. Invariant Discovery for Networked Systems

    Jul 24, 2026Hongyu Hè, Alexander Krentsel, Sylvia Ratnasamy +1DiscoveryMultivariate Telemetry Data

    Princeton University · UC Berkeley / Google

  11. Amortized Bayesian Causal Discovery of Extended Factor Graphs

    Jul 24, 2026Yichen Gu, Yuxuan Song, Weizhou Qian +2Causal GraphRegulatory Networks

    Department of Electrical and Computer Engineering University of Michigan Ann Arbor, MI 48109, USA · Department of Computational Medicine and Bioinformatics University of Michigan, Ann Arbor Ann Arbor, MI 48109, USA · Department of Statistics University of Michigan, Ann Arbor Ann Arbor, MI 48109, USA +1

  12. CircuitKIT : Circuit Discovery, Evaluation, and Application Toolkit for Mechanistic Interpretability

    Jul 21, 2026Pratinav Seth, Hem Gosalia, Aditya Kasliwal +1CircuitsModel Discovery

    Lexsi Labs

  13. Attractor Geometry Determines the Identifiability Limits of System Discovery

    Jul 20, 2026Matteo Gallo, Fabio Anselmi, Paolo LazzariIdentifiabilitySymbolic Regression

    University of Trieste, Trieste, Italy · National Institute of Oceanography and Applied Geophysics - OGS, Trieste, Italy · NBFC, National Biodiversity Future Center, Palermo, Italy

  14. Automated Discovery Has No Universally Superior Harness

    Jul 20, 2026Akshat Gupta, Jermaine Lei, Alexander Lu +2Evolutionary SearchModel Discovery

    UC Berkeley · MIT, MIT-IBM Watson AI Lab

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

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

    Sea12 Technologies · Yale University

  16. From Observation to Insight: Mechanistic World Models and the Quest for Autonomous Discovery

    Jul 14, 2026Ingmar Posner, Anson Lei, Bernhard SchölkopfModel DiscoveryMechanistic Interpretability

    Applied AI Lab., University of Oxford, United Kingdom. · MPI for Intelligent Systems & ELLIS Institute, Tübingen, Germany.

  17. An Agentic AI Scientific Community for Automated Neural Operator Discovery

    Jul 13, 2026Luis Loo, Ulisses Braga-NetoNeural OperatorsArtificial Intelligence Scientists

    Department of Electrical & Computer Engineering Texas A&M University, College Station, TX

  18. Lightning Fast Matching Dependency Discovery with Desbordante

    Jul 12, 2026Alexey Shlyonskikh, Michael Sinelnikov, Daniil Nikolaev +2Data MiningDistribution Matching

    Saint-Petersburg University Saint-Petersburg, Russia

  19. XALPHA: A Memory-Driven AI Quant Researcher for Hypothesis-to-Code Alpha Discovery

    Jul 9, 2026Fengyuan Liu, Yuchen Fu, Yuqi Wang +1Algorithmic TradingHypothesis-Driven Model Expansion

    School of Computing and Data Science, The University of Hong Kong · Grace Investment Machine

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

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

    Department of Statistics, Virginia Tech · Department of Statistical Science, Baylor University · Advanced Research Computing, Virginia Tech +1

  21. Virtual Category-Guided Continual Generalized Category Discovery

    Jul 6, 2026Jiahui Xiong, Qiuxia Lai, Hongsong WangGeneralized Category DiscoveryImage Classification

    School of Computer Science and Engineering, Southeast University, Nanjing 210096, China · State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing 100024, China · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China

  22. Language models guide symbolic equation discovery by controlling search

    Jul 5, 2026Zikai Xie, Wenmei Li, Man Luo +2Symbolic RegressionUnified Path-Integral Update

    State Key Laboratory of Precision and Intelligent Chemistry, Hefei National Research Center for Physical Sciences at the Microscale, School of Chemistry and Materials Science, University of Science and Technology of China, Hefei, China. · Center for Scientific Intelligence Innovation, Hefei, China · School of Chemistry, School of Computer Science, University of Birmingham, Birmingham, UK

  23. MDL Meets Latent Confounders: LNML-based Causal Discovery

    Jul 5, 2026Zhongyi Que, Shin Matsushima, Kenji YamanishiCausal Discovery MethodsLatent Confounders

    Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan · Graduate School of Arts and Sciences, The University of Tokyo, Tokyo, Japan

  24. Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery

    Jul 5, 2026Pan LiScientific DiscoveryModel Discovery

    Independent Researcher

  25. Efficient Discovery of Conditional Dependencies with Desbordante

    Jul 4, 2026Ivan Kozhukov, Dmitry Fedoseev, Maksim Emelyanov +4Data MiningProfiling

    Saint-Petersburg State University · Saint-Petersburg, Russia

  26. Beyond Static Rules: Automated Discovery of Latent Vulnerabilities in Text-to-SQL

    Jul 4, 2026Hanqing Wang, Yongdong Chi, Jian Yang +4Text-To-SqlLatent Failure Patterns

    Shanghai University of Finance and Economics · Beihang University · Deepexi Technology Co. Ltd. +1

  27. SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery

    Jul 2, 2026Yuvraj Virk, Zack Edds, Chunqiu Steven Xia +1Agentic OptimizationCoding Agents

    University of Illinois Urbana-Champaign

  28. CausalSteward: An Agentic Divide-Conquer-Combine Copilot for Causal Discovery

    Jul 2, 2026Nicholas Tagliapietra, Gian Lorenzo Marchioni, Moritz Willig +3CausalHuman-In-The-Loop

    1 : Computer Science Department, TU Darmstadt, Germany · 2 : Bosch Center for Artificial Intelligence, Renningen, Germany · 5 : LUISS University, Rome, Italy +2

  29. Autonomous discovery of traffic laws with AI traffic scientists

    Jul 2, 2026Xingyuan Dai, Yue Liu, Xiaoyan Gong +9Intelligent TransportationTraffic Sign Recognition

    State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China. · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China. · China Telecom Research Institute, Beijing, 102209, China. +2

  30. Autonomous Scientific Discovery via Iterative Meta-Reflection

    Jul 1, 2026Bingchen Zhao, Sara Beery, Oisin Mac AodhaDiscovery

    University of Edinburgh · Massachusetts Institute of Technology

  31. LLM-Guided ODE Discovery and Parameter Inference from Small-Cohort Aggregate Data

    Jul 1, 2026Hanning Yang, Meropi Karakioulaki, Lennart Purucker +3Rare DiseaseModel Discovery

    Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Germany · Department of Dermatology, Medical Faculty and Medical Center, University of Freiburg, Germany · Prior Labs, University of Freiburg, Germany

  32. IonSense-QKG: A Quantum-Readiness Metadata Framework for Lithium-Ion Battery Dataset Discovery

    Jul 1, 2026Sakthi Prabhu Gunasekar, Prasanna Kumar RangarajanLithium-Ion BatteriesBenchmark Datasets

    Amrita School of Computing, Amrita Vishwa Vidyapeetham Coimbatore, India

  33. Identifying Latent Concepts and Structures for Generalized Category Discovery

    Jul 1, 2026Boyang Dai, Chaoqi Chen, Yizhou YuGeneralized Category DiscoveryDiscovery

    1The University of Hong Kong · 2Shenzhen University

  34. ASPIRE: Agentic /Skills Discovery for Robotics

    Jun 30, 2026Runyu Lu, Yubo Wu, Ethan Kou +11Human-To-Robot TransferRobot Navigation

    NVIDIA · UMich · UIUC +2

  35. DEMUN: Fast and accurate discovery of music notation in very large collections

    Jun 30, 2026Vojtěch Dvořák, Filip Bím, Jiří Mayer +5Symbolic Music GenerationDiscovery

    Institute of Formal and Applied Linguistics, Charles University, Prague, Czechia · Moravian Library, Brno, Czechia

  36. An Agentic AI Framework to Accelerate Scientific Discovery in Plant Phenotyping

    Jun 30, 2026Renan Souza, Daniel Rosendo, Kelsey Carter +6Agentic FrameworkTomato Diseases

    Oak Ridge National Laboratory, Oak Ridge, TN, USA

  37. BayesEvolve: Explicit Belief States for Autonomous Scientific Discovery

    Jun 29, 2026Xuening Wu, Shan Yu, Qianya Xu +1Stochastic ExplorationDiscovery

    Pfizer, Shanghai, China · Independent Researcher, Hangzhou, China · University of California San Diego, La Jolla, CA, USA +1

  38. ScaleAware-JEPA: Latent Representation for Discovery in Multiscale Physical Fields

    Jun 29, 2026Guang-Xing LiScalar FieldMultiscale Dynamics

  39. Closing the Loop to Discover Psychological Theories with an Automated Cognitive Scientist

    Jun 24, 2026Akshay K. Jagadish, Younes Strittmatter, Nori Jacoby +5Cognitive ScienceArtificial Intelligence Scientists

    Princeton AI Lab, Princeton University

  40. Layer-Specific Prompt Fusion Discovery via Differentiable Search in Vision Foundation Models

    Jun 24, 2026Xi Xiao, Xingjian Li, Yunbei Zhang +7Self-Supervised Vision TransformersSoft Prompt Tuning

    UAB · CMU · Tulane +3

  41. Clue-Guided Money Laundering Group Discovery

    Jun 24, 2026Boyang Wang, Jianing CaoAnti-Money LaunderingGeneralist Graph Anomaly Detection

    Department of Informatics, King’s College London, WC2B 4BG London, U.K. · School of Transportation, Southeast University, Nanjing, 211189, China

  42. LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search

    Jun 23, 2026Nikhil Abhyankar, Sha Li, Sanchit Kabra +3Dynamical SystemsClosed Loop

    Virginia Tech

  43. Dialogue to Discovery: Attribute-Aware Preference Elicitation for Conversational Product Search Assistants

    Jun 23, 2026Sarthak Harne, Natwar Modani, Debabrata Mahapatra +1Agentic CommerceDialogue

    2Microsoft Research · 1Adobe Research · 3UC Berkeley

  44. GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series

    Jun 22, 2026Mohammad Fesanghary, Abhinav HavaldarCausal Discovery MethodsTemporal Dependence

  45. Synergizing Physically Constrained MCMC and Chemical-Informed Gaussian Processes for Reaction Network Discovery

    Jun 22, 2026Runzhe Liu, Zihao Wang, Wenbo Yang +1Chemical Process SystemsGaussian Process

    State Key Laboratory of Fine Chemicals, Frontier Science Center for Smart Materials, Dalian University of Technology, Dalian, 116024, China · Dalian Key Laboratory of Intelligent Chemistry, CR Belt and Road Joint Laboratory on Intelligent Chemistry and Advanced Materials of Liaoning Province, School of Chemistry, Dalian University of Technology, Dalian, 116024, China

  46. DeepDiscovery: A Location-Inference Framework for Task-Level Repository Understanding

    Jun 22, 2026Jiawei He, Weisong Sun, Mengyu Shi +4CodebasesModel Discovery

    AMAP, Alibaba Group · Nanyang Technological University · Nanjing University +1

  47. AI Scientists as Engines of Discovery: A Case for Development within Reformed Institutions

    Jun 22, 2026Raul Jimenez, Boris Bolliet, Francisco Villaescusa-Navarro +7Artificial Intelligence ScientistsPeer Review

    Institute of Cosmos Sciences (ICCUB), University of Barcelona, Barcelona, Spain · ICREA, Barcelona, 08010, Spain · Cavendish Astrophysics, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK +10

  48. JEDEL: Zero-Shot DNA-Encoded Library Design for Early-Stage Drug Discovery

    Jun 21, 2026Zygimantas Jocys, Zhanxing Zhu, Henriette M. G. Willems +1Drug DesignDrug Discovery

    School of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, United Kingdom. · The ALBORADA Drug Discovery Institute, University of Cambridge,2026 Hills Road, Cambridge, CB2 0AH, United Kingdom.

  49. A Survey on Federated Causal Discovery and Inference

    Jun 21, 2026Xianjie Guo, Yuwei Wang, Guodu Xiang +4Causal Discovery MethodsFederated Learning

    School of Computer Science, Nanjing University of Posts and Telecommunications, Nanjing 210023, China · School of Computer Science and Information Engineering, Hefei University of Technology, Hefei 230601, China · College of Computing and Data Science, Nanyang Technological University, Singapore 639798 +1

  50. Learning the ARTS of Search for Automated Discovery

    Jun 20, 2026Gurusha Juneja, Arnav Kumar Jain, Deepak Nathani +2Tree SearchAgentic Reasoning

    University of California, Santa Barbara · Université de Montréal and Mila- Quebec AI Institute

  51. Capability Provenance in Language Models: A Case Study in Social Reasoning

    Jun 17, 2026Glenn Matlin, Chandreyi Chakraborty, Saehee Eom +8Social ReasoningReasoning Skills

    Georgia Institute of Technology, College of Computing

  52. Demystifying Variance in Circuit Discovery of LLMs

    Jun 15, 2026Frank Zhengqing Wu, Francesco Tonin, Volkan CevherMechanistic InterpretabilityCircuits

    Laboratory for Information and Inference Systems (LIONS) École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland · Laboratory for Informationand Inference Systems (LIONS) École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

  53. SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents

    Jun 15, 2026Qiao Xiao, Haochen Shi, Yisen Gao +9Large Language Model AgentsReasoning Graphs

    1Cornell University · 2The Hong Kong University of Science and Technology · 3The Ohio State University +1

  54. Can Agents Infer Environment from Interaction? Evidence from Agentic Automata Learning

    Jun 15, 2026Reef Menaged, Gili Lior, Shauli Ravfogel +2AutomataLarge Reasoning Models

    The Hebrew University of Jerusalem · New York University · Google Research

  55. Open-World Video Segmentation

    Jun 14, 2026Qing Su, Kaiyang Li, Yuan Zhuang +2Video Object SegmentationDiscovery

    University of Connecticut

  56. Discovery under Hypothesis Redundancy: A Geometric Theory of Discovery Bottlenecks

    Jun 12, 2026Li Xia, Baoxun WangModel DiscoveryDiscovery

    School of Economics and Management, Tsinghua University · Platform & Content Group, Tencent

  57. The Program Is Still There: A Conservation Law for Program Discovery

    Jun 11, 2026Jorge Miguel SilvaSearch AlgorithmsWorst-Case

    Institute of Electronics and Informatics Engineering of Aveiro (IEETA) and Department of Electronics, Telecommunications and Informatics (DETI), University of Aveiro, 3810-193 Aveiro, Portugal

  58. A Three-Layer Framework for AI in Scientific Discovery

    Jun 11, 2026Guojun LiaoScientific DiscoveryDiscovery

    Department of Mathematics, University of Texas at Arlington

  59. How Low Can You Go? Active Learning for Sparse Model Discovery in the Ultra-Low-Data Limit

    Jun 10, 2026Ana Larrañaga, Urban Fasel, Steven L. BruntonSystem IdentificationActive Learning

    Department of Mechanical Engineering, University of Washington, Seattle, WA 98195, United States · NSF AI Institute in Dynamic Systems, University of Washington, Seattle, WA 98195, United States · Department of Aeronautics, Imperial College London, SW7 2AZ, United Kingdom

  60. StatefulDiscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery

    Jun 10, 2026Jiayao Chen, Shi Liu, Linyi YangDiscoveryScientific Discovery

    Southern University of Science and Technology