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Earthquake

Benchmarks

Task NameDataset NameSOTA ResultTrend
Next-event time and location predictionEarthquake
Temporal RMSE0.341
27
Multi-horizon forecastingEarthquake
Inter-event Time RMSE1.229
15
Marked Temporal Point Process PredictionEarthquake (test)
RMSE1.542
10
Next Event PredictionEarthquake (test)
Temporal Error (RMSE)0.341
9
Spatio-Temporal Point Process ModelingEarthquake (test)
Temporal Negative Log-Likelihood0.093
9
Causal DiscoveryEarthquake d=5
Mod. SHD1
7
Generative ModelingEarthquake Spherical Dataset
NLL0.28
7
Generative ModelingEarthquake (test)
Test NLL-0.4
7
Causal DiscoveryEarthquake bnlearn repository
AUROC98.8
6
Autonomous ExplorationEarthquake Simulation World
Mean Area (m^2)1,968
6
Event Sequence ModelingEarthquake
Log-Likelihood-1.828
6
Distribution GenerationEarthquake
NLL-0.27
6
Causal DiscoveryEARTHQUAKE
F1100
5
Skeleton Estimationearthquake
F1 Score97.78
3
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