Anomaly Detection

Detecting Out of Distribution Samples using Class Centered Residual Energy in the Discarded PCA Subspace with Weight Alignment UAI 2026 Learning Whom to Align With: Progressive Anomaly Combination Detection for Partially View-Aligned Clustering AAAI 2026 SAC-Diff: A Scan-Aware Consistency-Enhanced Diffusion Framework for Unsupervised Chest CT Anomaly Detection MIDL 2026 SFGA: Similarity-Constrained Fusion Learning for Unsupervised Anomaly Detection in Multiplex Graphs AAAI 2026 Towards Convexity in Anomaly Detection: A New Formulation of SSLM with Unique Optimal Solutions JMLR 2026 AD4CD: Causal-Guided Anomaly Detection for Enhancing Cognitive Diagnosis AAAI 2025 AD-LLM: Benchmarking Large Language Models for Anomaly Detection ACL 2025 A Generalizable Anomaly Detection Method in Dynamic Graphs AAAI 2025 ALTBI: Constructing Improved Outlier Detection Models via Optimization of Inlier-Memorization Effect AAAI 2025 A Novel Sparse Active Online Learning Framework for Fast and Accurate Streaming Anomaly Detection Over Data Streams IJCAI 2025 A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025 Class Imbalance in Anomaly Detection: Learning from an Exactly Solvable Model AISTATS 2025 Conditional Testing based on Localized Conformal p-values ICLR 2025 Contradicted in Reliable, Replicated in Unreliable: Dual-Source Reference for Fake News Early Detection AAAI 2025 Co-Progression Knowledge Distillation with Knowledge Prototype for Industrial Anomaly Detection AAAI 2025 Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior CVPR 2025 Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025 DFM: Differentiable Feature Matching for Anomaly Detection CVPR 2025 Diffusion-based Semantic Outlier Generation via Nuisance Awareness for Out-of-Distribution Detection AAAI 2025 Disentangling Tabular Data Towards Better One-Class Anomaly Detection AAAI 2025 Dual Orthogonality Sub-center Loss for Enhanced Anomalous Sound Detection Interspeech 2025 Dynamic Neighborhood Modeling via Node-Subgraph Contrastive Learning for Graph-Based Fraud Detection AAAI 2025 Dynamic Spectral Graph Anomaly Detection AAAI 2025 Effective and Efficient Representation Learning for Flight Trajectories AAAI 2025 Efficient Anomaly Detection of Irregular Sequences in Ct-Echo Model Space AAAI 2025