SMD

Overview edit

Variants: SMD

Associated Benchmarks

This dataset is used in 3 benchmarks:

• Anomaly Detection - Metrics: Recall, precision, F1, F1-score
• Unsupervised Anomaly Detection - Metrics: Precision
• Time Series Anomaly Detection - Metrics: AUPR, F1 score, Recall, precision

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series (2025) -
• CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection (2023) -
• TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data (2022) -