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Exchange

Benchmarks

Task NameDataset NameSOTA ResultTrend
Time-series forecastingExchange
MSE0.022
199
Multivariate Time Series ForecastingExchange
MAE0.007
181
Multivariate long-term series forecastingExchange (test)
MSE0.016
146
Long-term forecastingExchange (test)
MAE0.036
135
Multivariate long-term series forecastingExchange
MSE0.055
108
Long-term Time Series ForecastingExchange
MSE0.08
79
Univariate ForecastingExchange
MSE0.094
70
Long-term ForecastingExchange
MSE0.15
64
Time Series ImputationExchange
MSE0.002
54
Univariate Time-series ForecastingExchange (test)
MSE0.064
46
Time Series ForecastingExchange
Delta-Covariance-3.28
42
Model SelectionExchange
Weighted Kendall's Tau0.536
32
Univariate long-term forecastingExchange
MSE0.0012
28
Time-series forecastingExchange
MSE0.102
27
Long-term ForecastingExchange 10% few-shot
MSE0.084
24
Probabilistic Time Series ForecastingExchange
CRPS0.019
23
Time Series Uncertainty QuantificationExchange (test)
Delta-Cov-1.22
21
Missing Data ImputationExchange (test)
MSE0.0009
21
Time Series ForecastingExchange
CRPS0.02
20
Time Series ForecastingExchange
Inference Time0.21
19
Multivariate long-term forecastingExchange v1 (test)
MSE0.083
19
Time series forecastingexchange (test)
CRPS0.008
19
ForecastingExchange
MAE0.196
18
Long-term ForecastingExchange 5% few-shot
MSE0.1
16
Probabilistic Time Series ForecastingExchange
CRPS0.065
12
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