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HAI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly DetectionHAI
Precision98
15
Time Series Anomaly DetectionHAI
RF10.62
12
Anomaly DetectionHAI (test)
Precision90.07
11
Anomaly DetectionHAI 21.03
P199.8
7
Fault DetectionHAI
F1 Score100
6
Nonlinear Temporal Dynamics PredictionHAI Client Average
Loss0.2292
4
Nonlinear Temporal Dynamics PredictionHAI Client P3
Loss0.244
4
Nonlinear Temporal Dynamics PredictionHAI Client (P2)
Loss0.2247
4
Nonlinear Temporal Dynamics PredictionHAI Client (P1)
Loss0.219
4
Anomaly DetectionHAI
Params (M)3.2
4
Importance ScoringHAI 50% BW, 20K subsample
F1 Score99.9
3
Nonlinear Temporal Dynamics PredictionHAI (Server)
Loss0.0024
2
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