Anomaly Detection

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Period ending 2026-09-21

13 new papers

A weekly snapshot of new work published in Anomaly Detection.

Period ending 2026-09-14

10 new papers

A weekly snapshot of new work published in Anomaly Detection.

Period ending 2026-09-07

16 new papers

A weekly snapshot of new work published in Anomaly Detection.

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447 papers

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  1. Spatial Autoregressive Modeling of DINOv3 Embeddings for Unsupervised Anomaly Detection

    Mar 3, 2026Ertunc Erdil, Nico Schulthess, Guney Tombak +1Reconstruction-Based Anomaly DetectionAnomaly Detection

  2. LEFT: Learnable Fusion of Tri-view Tokens for Unsupervised Time Series Anomaly Detection

    Feb 9, 2026Dezheng Wang, Tong Chen, Guansong Pang +3Time-Series Anomaly DetectionTemporal Deep Learning Framework

  3. Toxicity Assessment in Preclinical Histopathology via Class-Aware Mahalanobis Distance for Known and Novel Anomalies

    Feb 2, 2026Olga Graf, Dhrupal Patel, Peter Groß +3Computational PathologyAnomaly

  4. PaAno: Patch-Based Representation Learning for Time-Series Anomaly Detection

    Feb 1, 2026Jinju Park, Seokho KangTime-Series Anomaly DetectionTime Series

  5. Auditing Frozen-Encoder Anomaly Detection Across Mechanical Systems: Representation Provenance, Calibration, and Protocol Effects

    Jan 16, 2026Jose Sánchez AndreuAnomaly ScoreContent Provenance

  6. Bridging Cognitive Neuroscience and Graph Intelligence: Hippocampus-Inspired Multi-View Hypergraph Learning for Web Finance Fraud

    Jan 16, 2026Rongkun Cui, Nana Zhang, Kun Zhu +1Fraud DetectionGeneralist Graph Anomaly Detection

  7. Digital Twin-Driven Communication-Efficient Federated Anomaly Detection for Industrial IoT

    Jan 5, 2026Mohammed Ayalew Belay, Adil Rasheed, Pierluigi Salvo RossiAnomaly DetectionInternet Of Thing

  8. Defect-aware Hybrid Prompt Optimization via Progressive Tuning for Zero-Shot Multi-type Anomaly Detection and Segmentation

    Dec 10, 2025Nadeem Nazer, Hongkuan Zhou, Lavdim Halilaj +2Zero-Shot Anomaly DetectionAnomaly

  9. Weighted Contrastive Learning for Anomaly-Aware Time-Series Forecasting

    Dec 8, 2025Joel Ekstrand, Tor Mattsson, Zahra Taghiyarrenani +3Time-Series Anomaly DetectionContrastive Learning

  10. PA-VAD: Diffusion-Based Pseudo-Only Video Anomaly Detection via Domain-Aligned Memory Updates

    Dec 7, 2025Satoshi Hashimoto, Yanan Wang, Hitoshi Nishimura +1Video Anomaly UnderstandingDetection Framework

  11. Pistachio: Towards Synthetic, Balanced, and Long-Form Video Anomaly Benchmarks

    Nov 22, 2025Jie Li, Hongyi Cai, Mingkang Dong +4Video Anomaly Understanding

  12. DeltaDeno: Zero-Shot Anomaly Generation via Delta-Denoising Attribution

    Nov 21, 2025Chaoran Xu, Chengkan Lv, Qiyu Chen +3Image DenoisingAnomaly

  13. Isolation-based Spherical Ensemble Representations for Tabular Anomaly Detection

    Oct 15, 2025Yang Cao, Sikun Yang, Hao Tian +5Reconstruction-Based Anomaly DetectionAnomaly Detection

  14. SPADE: A Large Language Model Framework for Soil Moisture Pattern Recognition and Anomaly Detection in Precision Agriculture

    Sep 10, 2025Yeonju Lee, Rui Qi Chen, Joseph Oboamah +7Soil Moisture EstimationAnomaly Detection

  15. Diverse Normal Prototypes-Guided Contrastive Reconstruction for Medical Anomaly Detection

    Aug 27, 2025Luhu Li, Bin Liu, Bowen Lin +3Anomaly DetectionLearnable Prototypes

  16. Evaluating Out-of-Distribution Robustness in Graph-Based Android Malware Classification: A New Principled Benchmark

    Aug 8, 2025Ngoc N. Tran, Anwar Said, Waseem Abbas +2Malware DetectionOut-Of-Distribution Detection

  17. AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

    Aug 6, 2025Jingyi Liao, Yongyi Su, Rong-Cheng Tu +6Zero-Shot Anomaly DetectionAnomaly Detection

  18. Fraud is Not Just Rarity: A Causal Prototype Attention Approach to Realistic Synthetic Oversampling

    Jul 19, 2025Claudio Giusti, Luca Guarnera, Mirko Casu +1Fraud DetectionOversampling

  19. Uncertainty-Weighted Fusion of Image and Synthetic Event for Video Anomaly Detection

    May 5, 2025Sungheon Jeong, Jihong Park, Mohsen ImaniVideo Anomaly Understanding

  20. ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects

    Mar 6, 2025Paul J. Krassnig, Dieter P. GruberZero-Shot Anomaly DetectionAnomaly Detection

  21. Tuned Reverse Distillation: Enhancing Multimodal Industrial Anomaly Detection with Crossmodal Tuners

    Dec 12, 2024Xinyue Liu, Jianyuan Wang, Biao Leng +1Zero-Shot Anomaly DetectionCross-Modal Distillation

  22. Monotonic anomaly detection

    Oct 30, 2024Oliver Urs Lenz, Matthijs van LeeuwenAnomalyMonotonicity

  23. ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data

    Aug 28, 2024Weizhou Wang, Eric Liu, Xiangyu Guo +3Vulnerability Detection & RepairVulnerable Code

  24. Kick Bad Guys Out! Conditionally Activated Anomaly Detection in Federated Learning with Zero-Knowledge Proof Verification

    Oct 6, 2023Shanshan Han, Wenxuan Wu, Baturalp Buyukates +4Federated LearningReconstruction-Based Anomaly Detection

  25. Anomaly-Preference Image Generation

    Date pendingFuyun Wang, Yuanzhi Wang, Xu Guo +6Anomaly

  26. TDDM-Melatt: A Decoupled Memory and Diffusion Framework for Generalizable Encrypted Traffic Classification

    Date pendingZe Chen, Qiming Yu, Zijia Song +2Network TrafficReconstruction-Based Anomaly Detection

  27. Auditing Frame-Level AUC in Weakly Supervised Video Anomaly Detection: Granularity, Resolution, and Scene Bias

    Date pendingSara Abdulaziz, Egor BondarevVideo Anomaly UnderstandingFine-Grained Video Understanding