Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/TranAd

TranAd

Reported on 8 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Anomaly DetectiononSMAP
AUC· 2022-01-18
99.21
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Anomaly DetectiononSMAP
F1· 2022-01-18
89.15
best: 94.1 (DFM (flow matching))
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Anomaly DetectiononSMAP
Recall· 2022-01-18
99.99
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Anomaly DetectiononSMAP
Precision· 2022-01-18
80.43
best: 89.7 (DFM (flow matching))
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284

Graphs4 results

Unsupervised Anomaly DetectiononSMAP
AUC· 2022-01-18
99.21
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Unsupervised Anomaly DetectiononSMAP
F1· 2022-01-18
89.15
best: 94.1 (DFM (flow matching))
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Unsupervised Anomaly DetectiononSMAP
Recall· 2022-01-18
99.99
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Unsupervised Anomaly DetectiononSMAP
Precision· 2022-01-18
80.43
best: 89.7 (DFM (flow matching))
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284