Anomaly Detection

FB-CLIP: Fine-Grained Zero-Shot Anomaly Detection with Foreground-Background Disentanglement CVPR 2026 FLARE: Anomaly Diagnostics for Divergent LLM Training in GPU Clusters of Thousand-Plus Scale NSDI 2026 From Attraction to Equilibrium: Physics-Inspired Semantic Gravitons for Zero-Shot Anomaly Detection CVPR 2026 GPFlow: Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection CVPR 2026 Hunting Normality from Query Sample via Residual Learning for Generalist Anomaly Detection CVPR 2026 Image-based Outlier Synthesis With Training Data CVPR 2026 Integrating Data Validation with Large Language Models for Regulation-Guided Tabular Anomaly Detection ACL 2026 InvAD: Inversion-based Reconstruction-Free Anomaly Detection with Diffusion Models CVPR 2026 LayoutAD: Exploring Semantic-Geometric Misalignment Reasoning for Scene Layout Anomaly Detection CVPR 2026 Learning Forgery-Aware Lip Representations Without Forgery Priors CVPR 2026 Learning Latent Concepts for Detecting Out-of-Distribution Objects CVPR 2026 Lyapunov Probes for Hallucination Detection in Large Foundation Models CVPR 2026 MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning ACL 2026 MoCE: A Mixture-of-Context Aware Experts Framework for Troubleshooting Internet-scale Services NSDI 2026 Multi-Prototype Compactness and Boundary-Aware Synthesis for Unsupervised Anomaly Detection CVPR 2026 Neural Distribution Prior for LiDAR Out-of-Distribution Detection CVPR 2026 No Need For Real Anomaly: MLLM Empowered Zero-Shot Video Anomaly Detection CVPR 2026 Omni-AD: A Large-scale and Versatile Benchmark for Industrial Anomaly Detection CVPR 2026 PCU: Perturbation-Calibrated Uncertainty for Unsupervised Anomaly Detection UAI 2026 PDD: Manifold-Prior Diverse Distillation for Medical Anomaly Detection CVPR 2026 RC-NF: Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic Manipulation CVPR 2026 Reasoning-Driven Anomaly Detection and Localization with Image-Level Supervision CVPR 2026 Safeguarding LLM Training at Scale: Online SDC Detection and Insights from 35 Million GPU Hours OSDI 2026 SAFE-QAQ: End-to-End Slow-Thinking Audio-Text Fraud Detection via Reinforcement Learning ACL 2026 Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes CVPR 2026