Anomaly Detection

SDCs in the Wild: Characterizing and Diagnosing SDC-Defective GPUs in Production LLM Training (Operational Systems) OSDI 2026 SimLBR: Learning to Detect Fake Images by Learning to Detect Real Images CVPR 2026 Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning CVPR 2026 SPLIDT: Partitioned Decision Trees for Scalable Stateful Inference at Line Rate NSDI 2026 SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling CVPR 2026 The Abstention Protocol: RCA for Clos Fabrics (Operational Systems) OSDI 2026 The Road Less Seen: Segment Exploration for Weakly Supervised Video Anomaly Detection CVPR 2026 TingIS: Real-time Risk Event Discovery from Noisy Customer Incidents at Enterprise Scale ACL 2026 Towards an Incremental Unified Multimodal Anomaly Detection: Augmenting Multimodal Denoising From an Information Bottleneck Perspective CVPR 2026 Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning CVPR 2026 Training-free Detection of Generated Videos via Spatial-Temporal Likelihoods CVPR 2026 TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection CVPR 2026 UniMMAD: Unified Multi-Modal and Multi-Class Anomaly Detection via MoE-Driven Feature Decompression CVPR 2026 UniSpector: Towards Universal Open-set Defect Recognition via Spectral-Contrastive Visual Prompting CVPR 2026 Unleashing Vision-Language Semantics for Deepfake Video Detection CVPR 2026 Verifiable LLM-Generated Text Detection via Projected Semantic-Structural Distributions ACL 2026 VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer CVPR 2026 Acoustic Detection of UAV Abnormality Using One Ground-Based Acoustic Vector Sensor Interspeech 2025 Adaptive Across-Subcenter Representation Learning for Imbalanced Anomalous Sound Detection Interspeech 2025 Adversarially Robust Anomaly Detection through Spurious Negative Pair Mitigation ICLR 2025 An Effective Anomalous Sound Detection Method Based on Global and Local Attribute Mining Interspeech 2025 Anomalous Sound Detection Based Feature Fusion and Dual-path Non-linear Independent Components Estimation Interspeech 2025 Dual Orthogonality Sub-center Loss for Enhanced Anomalous Sound Detection Interspeech 2025 EnvSDD: Benchmarking Environmental Sound Deepfake Detection Interspeech 2025 FALCON: Adaptive Cross-Domain APT Attack Investigation with Federated Causal Learning UAI 2025