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Kuramoto

Benchmarks

Task NameDataset NameSOTA ResultTrend
McKean-Vlasov system predictionKuramoto 100D (test)
W13.229
8
Causal discoveryKuramoto_5 semi-synthetic
AUC0.973
8
Relational InferenceKuramoto (KURA) WS50 low-data
AUC99.98
7
Relational InferenceKuramoto (KURA) ER50 low-data
AUC91.1
7
Relational InferenceKuramoto (KURA) BA50 low-data
AUC96.06
7
Relational InferenceKuramoto (KURA) WS-50
AUC100
7
Relational InferenceKuramoto (KURA) ER-50
AUC99.99
7
ForecastingKuramoto SciML (test)
MSE0.001
7
ForecastingKuramoto
MAE (Kuramoto)0.004
7
ForecastingKuramoto
KL Divergence0.001
7
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