Interpretable Anomaly Detection

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Representation--Behavior Alignment for Explainable Weakly-Supervised Video Anomaly Detection

    Oct 4, 2026Chao Huang, Pengfei Wei, Kaige Li +4Interpretable Anomaly DetectionRepresentation Alignment

    Sun Yat-sen University · University of Macau

  2. Cog-VADU: A Training-Free Cognitive Reasoning Framework for Video Anomaly Detection and Understanding

    Oct 1, 2026Mohd Ubaid Wani, Sara Atito, Josef Kittler +1CoT ReasoningInterpretable Anomaly Detection

    Centre for Vision, Speech and Signal Processing (CVSSP) University of Surrey, UK · Surrey Institute for People-Centred AI (PAI) University of Surrey, UK

  3. Have an LLM Write Your Anomaly Detector: Autonomous Discovery of Compact, Interpretable Detectors for Time Series

    Oct 1, 2026David BerghausInterpretable Anomaly DetectionLLM-Based Program Synthesis

    Lamarr Institute Germany · Fraunhofer IAIS Germany

  4. Detect, Explain, Interpret: An End-to-End Benchmark for Time Series Anomaly Detection, Explainability and Interpretability

    Oct 1, 2026Roberto Stanzione, Jules Barbe, Magali Parrino +2Interpretable Anomaly DetectionAnomaly Localization

    Inria, ENS, CNRS, PSL Paris, France · Scality Paris, France · Inria, ENS, CNRS, PSL, EDF Paris, France

  5. From Benchmarks to Production: Transferring Time Series Anomaly Detection Methods for Electricity Production Monitoring

    Sep 30, 2026Nicolas Vautier, Paul Caron, Nardi Xhepi +4Interpretable Anomaly DetectionIndustrial Anomaly Detection

    EDF Lab Paris Saclay · EDF, DOAAT · Inria, Ecole Normale Sup´erieure (PSL), CNRS

  6. Augmenting Visual Anomaly Detection with Automated Interpretability

    Sep 27, 2026Antonio De Santis, Arsenio Leo, Marco BrambillaInterpretable Anomaly Detection

    Politecnico di Milano · Thales Alenia Space

  7. PISCES: Physics-Informed Solar-wind Convolutional autoEncoder for Space-weather Anomaly Detection and Early Warning

    Sep 23, 2026Kevin Lee, Alison J. MarchInterpretable Anomaly DetectionConvolutional Autoencoder

    NASA Jet Propulsion Laboratory, La Cañada Flintridge, CA, USA · Department of Mechanical and Aerospace Engineering, UCLA, Los Angeles, CA, USA · College of Engineering & Applied Science, University of Colorado, Boulder, CO, USA

  8. Collaborative Streaming Anomaly Detection with Interactive Explanations and Ensemble Consensus

    Sep 20, 2026Diogo Risca, Afonso Lourenço, Ricardo Martins +1Online Anomaly DetectionInterpretable Anomaly Detection

    GECAD, ISEP, Polytechnic of Porto, Portugal · SISTRADE Software Consulting, Porto, Portugal

  9. Self-Verifying Anomaly Detection using Explainable AI for Cybersecurity of DER Networks

    Sep 14, 2026Damilola Popoola, Souradeep Bhattacharya, Manimaran GovindarasuCyber-Physical SystemsNetwork Intrusion Detection

    Department of Electrical and Computer Engineering Iowa State University, Ames, IA 50011

  10. Differentiable Interval Bottlenecks for Interpretable Anomaly Detection in Numerical Data

    Sep 3, 2026Lamine Diop, Marc PlantevitTabular Anomaly DetectionAutoencoders

    EPITA, Laboratoire de Recherche de l’EPITA (LRE) · Le Kremlin-Bicˆetre, France

  11. Witnesses Explain Anomalies

    Sep 3, 2026Lamine DiopFeature AttributionTabular Anomaly Detection

    EPITA Research Laboratory, Le Kremlin-Bicˆetre FR-94276, France

  12. Dual Spatial-Temporal Attribution: Architecture-Aligned Post-Hoc Explainability for Recurrent Graph Anomaly Detection

    Aug 12, 2026Iyad Assaad Nekka, Hamida Seba, Khaled Walid Hidouci +1Gradient-Based AttributionInterpretable Anomaly Detection

    LCSI Laboratory, National Higher School of Computer Science (ESI), Algiers, Algeria · Université Claude Bernard Lyon 1, Lyon, France

  13. JAPE: Joint Anomaly Prediction and Intrinsic Explanation in Multivariate Time Series

    Aug 12, 2026Yian Wei, Yuanyuan Yao, Lu Chen +2Interpretable Anomaly DetectionTime-Series Anomaly Detection

    Zhejiang University · RMIT University · Aalborg University

  14. BREAD: Baseline-Referenced Explanations for Anomaly Diagnosis

    Aug 11, 2026Jiaqi Qiu, Rob Goedhart, Jannis Kurtz +1Feature AttributionExplainable Artificial Intelligence

    Department of Business Analytics, Amsterdam Business School, University of Amsterdam, Amsterdam, The Netherlands

  15. Beyond Hazard Resemblance: Contrastive Event Adjudication for Training-Free Video Anomaly Detection

    Aug 10, 2026Wenti Yin, Xiang Wang, Huaxin Zhang +4Interpretable Anomaly DetectionAnomaly Localization

    Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology · Alibaba Group · The Hong Kong University of Science and Technology (Guangzhou)

  16. An Explainable LLM Agent Layer for Open-World Anomaly Detection in Oil Wells

    Aug 4, 2026Lucas Gouveia Omena Lopes, Thales Miranda de Almeida Vieira, Eduardo Toledo de Lima Junior +1Interpretable Anomaly DetectionLLM Agent Evaluation

    Laboratory of Scientific Computing and Visualization, Federal University of Alagoas, Maceio, Alagoas, Brazil · Computing Institute, Federal University of Alagoas, Maceio, Alagoas, Brazil

  17. INCLAIR: Inception-Based Longitudinal Clinical Anomaly Detection with Informed Reasoning

    Jul 29, 2026Maxx Richard Rahman, Wolfgang MaassInterpretable Anomaly DetectionTime-Series Anomaly Detection

    German Research Center for Artificial Intelligence (DFKI), Germany · Saarland University, Germany

  18. Financial Audit Assistance using Misinformation Detection and Explanation

    Jul 20, 2026Kshitij Madhav Jadhav, Sushodhan Vaishampayan, Manoj Apte +3Interpretable Anomaly DetectionFinancial Fraud Detection

    TCS Research, Pune, 411057, Maharashtra, India. · Work done while working at TCS Research.

  19. IBAD: Interpretable Behavioral Anomaly Detection on Human Mobility Data

    Jun 14, 2026Bita Azarijoo, John Krumm, Cyrus ShahabiInterpretable Anomaly DetectionAnomaly Detection

    University of Southern California Los Angeles, California, USA

  20. CRAFTIIF: Cross-Resolution Analytic Four-Type Interpretable Isolation Forest for Multivariate Time Series Anomaly Detection

    Jun 11, 2026William SmitsIsolation ForestInterpretable Anomaly Detection

    Avathon, Austin, TX, USA

  21. ProtoX-AD: Self-Explainable Time Series Anomaly Detection and Characterization

    Jun 11, 2026Aitor Sánchez-Ferrera, Elisabeth Wetzer, Kristoffer Wickstrøm +2Prototype-Based LearningSelf-Supervised Time Series Representation Learning

    aDepartment of Computer Science and Artificial Intelligence, University of the Basque Country UPV/EHU, Donostia, Spain · bDepartment of Physics and Technology, UiT The Arctic University of Norway, Tromsø, Norway

  22. DEM: A Distilled Explanation Model for Interpretable Anomaly Detection in Physiological Sensor Networks

    May 29, 2026Jyotirmoy Singh, Anushka Roy, Shreea Bose +1Interpretable MLInterpretable Anomaly Detection

  23. Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection

    May 28, 2026Xiaona Zhou, Muntasir Wahed, Tianjiao Yu +2Interpretable Anomaly DetectionAnomaly Localization

    University of Illinois Urbana-Champaign · Sandia National Laboratories

  24. CoReVAD: A Contextual Reasoning Framework for Training-Free Video Anomaly Detection

    May 22, 2026Hyeongmuk Lim, Youngbum HurInterpretable Anomaly DetectionVLM Reasoning

    Department of Industrial Engineering, Inha University, Incheon, Republic of Korea

  25. LATERN: Test-Time Context-Aware Explainable Video Anomaly Detection

    May 14, 2026Mitchell Piehl, Muchao YeInterpretable Anomaly DetectionVLM Reasoning

    The University of Iowa, Iowa City IA 52245, USA

  26. Detect, Localize, and Explain: Interactive Hierarchical Log Anomaly Analytics with LLM Augmentation

    May 9, 2026Lei Ma, Suhani Chaudhary, Ethan Shanbaum +5Online Anomaly DetectionInterpretable Anomaly Detection

    Worcester Polytechnic Institute, USA · UC Riverside, USA · University of Nevada, Las Vegas, USA

  27. Detecting Time Series Anomalies Like an Expert: A Multi-Agent LLM Framework with Specialized Analyzers

    May 7, 2026Hyeongwon Kang, Jeongseob Kim, Jinwoo Park +1Interpretable Anomaly DetectionMulti-Agent Systems

    Department of Industrial and Management Engineering Korea University · Mirae Asset Securities · Department of Industrial Engineering Seoul National University

  28. Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring

    Apr 22, 2026Natalia Martinez Gil, Fearghal O'Donncha, Wesley M. Gifford +3Interpretable Anomaly DetectionIndustrial Anomaly Detection

    IBM Research

  29. ZSG-IAD: A Multimodal Framework for Zero-Shot Grounded Industrial Anomaly Detection

    Apr 20, 2026Qiuhui Chen, Jiaxiang Song, Shuai Tan +1Multimodal GroundingInterpretable Anomaly Detection

    School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China

  30. Conditional Attribution for Root Cause Analysis in Time-Series Anomaly Detection

    Apr 19, 2026Shashank Mishra, Karan Patil, Cedric Schockaert +2Feature AttributionInterpretable Anomaly Detection

    German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany · Rheinland-Pfälzische Technische Universität Kaiserslautern-Landau, Germany · Paul Wurth S.A, Luxembourg