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Models/DyEdgeGAT

DyEdgeGAT

Reported on 16 benchmarks across 2 tasks · 1 paper · 16 SOTA

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

Methodology8 results

Anomaly DetectiononPRONTO
AUC· 2023-07-07
0.8
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononPRONTO
Best Delay· 2023-07-07
61
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononPRONTO
Best F1· 2023-07-07
0.86
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononPRONTO
F1· 2023-07-07
0.83
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononSynthetic
AUC· 2023-07-07
0.83
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononSynthetic
Best Delay· 2023-07-07
21.4
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononSynthetic
Best F1· 2023-07-07
0.75
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Anomaly DetectiononSynthetic
F1· 2023-07-07
0.69
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761

Graphs8 results

Unsupervised Anomaly DetectiononPRONTO
AUC· 2023-07-07
0.8
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononPRONTO
Best Delay· 2023-07-07
61
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononPRONTO
Best F1· 2023-07-07
0.86
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononPRONTO
F1· 2023-07-07
0.83
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononSynthetic
AUC· 2023-07-07
0.83
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononSynthetic
Best Delay· 2023-07-07
21.4
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononSynthetic
Best F1· 2023-07-07
0.75
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761
Unsupervised Anomaly DetectiononSynthetic
F1· 2023-07-07
0.69
SOTA
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems arXiv:2307.03761