Anomaly Detection

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40 papers in the last four weeks, up 33% on the four weeks before. 0.4% of all new papers.

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  1. GAMMAF: A Common Framework for Graph-Based Anomaly Monitoring Benchmarking in LLM Multi-Agent Systems

    Apr 27, 2026Pablo Mateo-Torrejón, Alfonso Sánchez-MaciánMulti-Agent LLM SystemsAI Agent Security Benchmarks

    University Carlos III of Madrid · Leganés, Spain

  2. Computer Vision-Based Early Detection of Container Loss at Sea

    Apr 27, 2026Vishakha Lall, Capt. Stanley S Pinto, Capt. Chu Xing Peng +1Anomaly Detection

    Centre of Excellence in Maritime Safety, Singapore Polytechnic, Singapore · Quality, Safety, Security and Environment, Pacific International Lines (Pvt) Ltd, Singapore

  3. Zoom In, Reason Out: Efficient Far-field Anomaly Detection in Expressway Surveillance Videos via Focused VLM Reasoning Guided by Bayesian Inference

    Apr 26, 2026Xiaowei Mao, Bowen Sui, Weijie Zhang +7Efficient VLM InferenceAnomaly Localization

    School of Computer Science and Technology, Beijing Jiaotong University · 2Key Laboratory of Big Data & Artificial Intelligence in Transportation, Ministry of Education · 3Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence

  4. SolarFCD: A Large-Scale Dataset and Benchmark for Solar Fault Classification in Photovoltaic Systems

    Apr 26, 2026Misbah Ijaz, Saif Ur Rehman Khan, Abd Ur Rehman +4Industrial InspectionAnomaly Detection

    Department of Computer Science, University of Gujrat, Gujrat, 51700,2026 Pakistan. · Department of Computer Science, Rhineland-Palatinate TechnicalApr University of Kaiserslautern-Landau, Kaiserslautern, 67663, Germany. · 3German Research Center for Artificial Intelligence, Kaiserslautern, 67663, Germany.

  5. Bridging the Pose-Semantic Gap: A Cascade Framework for Text-Based Person Anomaly Search

    Apr 25, 2026Zequn Xie, Guijin Luo, Chuxin Wang +4Multimodal IRAnomaly Detection

    Zhejiang University · National University of Singapore

  6. Text-Guided Multimodal Unified Industrial Anomaly Detection

    Apr 24, 2026Zewen Li, Shuo Ye, Zitong Yu +2Unified Multimodal ModelsIndustrial Anomaly Detection

    School of Computer Science & Software Engineering, Shenzhen University, China, 518060 · School of Computing and Information Technology, Great Bay University, Dongguan, 523000,China

  7. TingIS: Real-time Risk Event Discovery from Noisy Customer Incidents at Enterprise Scale

    Apr 23, 2026Jun Wang, Ziyin Zhang, Rui Wang +3Anomaly Detection

    1Ant Group · 2Shanghai Jiao Tong University

  8. Conditional anomaly detection using soft harmonic functions: An application to clinical alerting

    Apr 23, 2026Michal Valko, Hamed Valizadegan, Branislav Kveton +2HealthcareClinical Decision Support

    Computer Science Department, University of Pittsburgh, PA · Technicolor, Palo Alto, PA · Department of Biomedical Informatics, University of Pittsburgh, PA

  9. Conditional anomaly detection with soft harmonic functions

    Apr 23, 2026Michal Valko, Branislav Kveton, Hamed Valizadegan +2Anomaly Detection

    INRIA Lille - Nord Europe, SequeL project, 40 avenue Halley, Villeneuve d’Ascq, France · Technicolor Labs, Palo Alto, California, USA · Computer Science Department, University of Pittsburgh, Pennsylvania, USA +1

  10. Performance Anomaly Detection in Athletics: A Benchmarking System with Visual Analytics

    Apr 23, 2026Blessed Madukoma, Prasenjit MitraBenchmark DesignTime-Series Anomaly Detection

    Carnegie Mellon University Africa · Kigali, Rwanda

  11. A Hierarchical Ensemble Pipeline for Anomaly Detection in ESA Satellite Telemetry

    Apr 22, 2026Lorenzo Riccardo Allegrini, Geremia PompeiEnsemble LearningTime-Series Anomaly Detection

    ContinualIST, Pisa, Italy · University of Pisa, Department of Computer Science, Pisa, Italy

  12. IoT-Enhanced CNN-Based Labelled Crack Detection for Additive Manufacturing Image Annotation in Industry 4.0

    Apr 22, 2026Mohsen Asghari Ilani, Yaser Mike BanadEdge InferenceIndustrial Inspection

    School of Management, Swansea University, Swansea, United Kingdom · School of Electrical and Computer Engineering, University of Oklahoma, Norman, 73019, U.S.A.

  13. uLEAD-TabPFN: Uncertainty-aware Dependency-based Anomaly Detection with TabPFN

    Apr 22, 2026Sha Lu, Jixue Liu, Stefan Peters +4Tabular Anomaly DetectionAnomaly Detection

    Adelaide University · Queen's University Belfast

  14. Integrating Anomaly Detection into Agentic AI for Proactive Risk Management in Human Activity

    Apr 21, 2026Farbod Zorriassatine, Ahmad LotfiFall DetectionAI Risk Management

    Department of Computer Science · Nottingham Trent University · Nottingham, UK

  15. DP-FlogTinyLLM: Differentially private federated log anomaly detection using Tiny LLMs

    Apr 21, 2026Isaiah Thompson, Tanmay Sen, Ritwik BhattacharyaFederated LearningAnomaly Detection

    Department of Mathematical Sciences University of Texas at El Paso El Paso, TX 79968, USA · SQC & OR Unit Indian Statistical Institute Kolkata, 700118, India

  16. Mechanistic Anomaly Detection via Functional Attribution

    Apr 21, 2026Hugo Lyons Keenan, Christopher Leckie, Sarah ErfaniAdversarial Example DetectionAnomaly Detection

    School of Computing and Information Systems, The University of Melbourne, Victoria, Australia.

  17. Multi-Level Temporal Graph Networks with Local-Global Fusion for Industrial Fault Diagnosis

    Apr 20, 2026Bibek Aryal, Gift Modekwe, Qiugang LuTemporal GNNsMulti-Scale Feature Fusion

    Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA

  18. Enhancing Tabular Anomaly Detection via Pseudo-Label-Guided Generation

    Apr 20, 2026Wei Huang, Yuxuan Xiong, Hezhe Qiao +3Tabular Anomaly DetectionPseudo-Labeling

  19. Enhancing Anomaly-Based Intrusion Detection Systems with Process Mining

    Apr 20, 2026Francesco Vitale, Francesco Grimaldi, Massimiliano Rak +1Process MiningNetwork Intrusion Detection

    DIETI University of Naples Federico II Naples, Italy

  20. Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection

    Apr 20, 2026Pooyan Khosravinia, João Gama, Bruno VelosoAnomaly LocalizationTime-Series Anomaly Detection

  21. From Admission to Invariants: Measuring Deviation in Delegated Agent Systems

    Apr 19, 2026Marcelo FernandezAI Agent MonitoringAI Agent Governance

    TraslaIA

  22. TransXion: A High-Fidelity Graph Benchmark for Realistic Anti-Money Laundering

    Apr 19, 2026Keyang Chen, Mingxuan Jiang, Yongsheng Zhao +9Financial Fraud DetectionSynthetic Benchmark Generation

    Fudan University · Peking University

  23. Back to Repair: A Minimal Denoising Network for Time Series Anomaly Detection

    Apr 19, 2026Kadir-Kaan Özer, René Ebeling, Markus EnzweilerReconstruction-Based Anomaly DetectionTime-Series Anomaly Detection

    Mercedes-Benz AG, Germany · Institute for Intelligent Systems, Esslingen University of Applied Sciences, Germany

  24. Rewind-IL: Online Failure Detection and State Respawning for Imitation Learning

    Apr 17, 2026Gehan Zheng, Sanjay Seenivasan, Matthew Johnson-Roberson +1Robot Failure DetectionRobot Failure Recovery

    College of Connected Computing, Vanderbilt University, USA. · School of Computer Science, University of Waterloo, Canada. · School of Computer Science, The University of Sydney, Australia. +1

  25. Veritas-RPM: Provenance-Guided Multi-Agent False Positive Suppression for Remote Patient Monitoring

    Apr 17, 2026Aswini Misro, Vikash Sharma, Shreyank N GowdaHealthcareMulti-Agent Systems

    YouDiagnose Limited / NHS, London, UK · YouDiagnose Limited, London, UK · School of Computer Science, University of Nottingham, Nottingham, UK

  26. Evaluating Temporal and Structural Anomaly Detection Paradigms for DDoS Traffic

    Apr 17, 2026Yasmin Souza Lima, Rodrigo Moreira, Larissa F. Rodrigues Moreira +2Network Intrusion DetectionUnsupervised Anomaly Detection

    Institute of Exact and Technological Sciences Federal University of Viçosa (UFV) – MG – Brazil · University of São Paulo (USP) 05.508-010 – São Paulo – SP – Brazil · Department of Informatics – School of Engineering University of Minho (UMinho) – Braga – Portugal

  27. NK-GAD: Neighbor Knowledge-Enhanced Unsupervised Graph Anomaly Detection

    Apr 17, 2026Zehao Wang, Lanjun WangGraph Neural NetworksReconstruction-Based Anomaly Detection

    College of Intelligence and Computing, Tianjin University, Tianjin, China · School of New Media and Communication, Tianjin University, Tianjin, China

  28. Catching Every Ripple: Enhanced Anomaly Awareness via Dynamic Concept Adaptation

    Apr 16, 2026Jiaqi Zhu, Shaofeng Cai, Jie Chen +3Online Anomaly DetectionConcept Drift

    School of Automation and the National Key Laboratory of Autonomous Intelligent Unmanned Systems, Beijing Institute of Technology, Beijing 100081, China · School of Computing, National University of Singapore, Singapore 117417 · Harbin Institute of Technology, Harbin 150001, China +2

  29. H2VLR: Heterogeneous Hypergraph Vision-Language Reasoning for Few-Shot Anomaly Detection

    Apr 16, 2026Jianghong Huang, Luping Ji, Weiwei Duan +1Few-Shot Anomaly DetectionMedical Image Anomaly Detection

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China

  30. GenGait: A Transformer-Based Model for Human Gait Anomaly Detection and Normative Twin Generation

    Apr 2, 2026Elisa Motta, Marta Lorenzini, Clara Mouawad +3Gait AnalysisAnomaly Localization

    HRI2 Laboratory, Istituto Italiano di Tecnologia (IIT), Genoa, Italy · Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, INAIL, Rome, Italy · Department of Medical and Surgical Sciences and Biotechnologies, Sapienza University of Rome, Rome, Italy