| TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models | Feb 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective | Feb 5, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Understanding Time Series Anomaly State Detection through One-Class Classification | Feb 3, 2024 | Anomaly DetectionOne-Class Classification | —Unverified | 0 |
| Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection | Jan 26, 2024 | Anomaly DetectionKnowledge Distillation | —Unverified | 0 |
| Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection | Jan 25, 2024 | Anomaly DetectionDiversity | —Unverified | 0 |
| DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection | Jan 20, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact Supervision | Jan 20, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection | Jan 18, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies | Jan 16, 2024 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values | Jan 11, 2024 | Anomaly DetectionMissing Values | CodeCode Available | 0 |
