ECL

Benchmarks

Task Name	Dataset Name	SOTA Result
Time Series Forecasting	ECL	MSE0.1228	183
Long-term Time Series Forecasting	ECL	MSE0.126	134
Multivariate Time Series Forecasting	ECL (test)	MSE0.13	77
Long-term time-series forecasting	ECL (test)	MSE0.148	58
Multivariate Time Series Forecasting	ECL	MSE0.118	49
Adversarial Transfer Attack	ECL	MSE Degradation (%)-0.13	45
Time Series Forecasting	ECL (test)	MSE0.169	43
Time Series Forecasting	ECL	MASE0.64	41
Probabilistic forecasting	ECL	Q-Risk0.2169	40
Multivariate long-term forecasting	ECL	MSE0.156	32
Time Series Imputation	ECL	MSE0.0005	29
Long-term Multivariate Forecasting	ECL horizon 96 (test)	MSE0.125	22
Online time series forecasting	ECL (Online evaluation phase)	MASE0.64	18
Time Series Forecasting	ECL	MSE0.195	14
Time Series Forecasting	ECL	Parameters0.02	12
Long-term multivariate forecasting	ECL Full-shot (test)	MSE0.158	11
Time Series Forecasting	ECL v1 (test)	MSE0.18	10
Long-term forecasting	ECL T=720	MSE0.193	10
Long-term forecasting	ECL T=336	MSE0.16	10
Long-term forecasting	ECL T=192	MSE0.14	10
Long-term forecasting	ECL T=96	MSE0.129	10
Time Series Forecasting	ECL Horizon 720 (test)	MSE0.204	9
Univariate long sequence time-series forecasting	ECL	MSE0.432	8
Conditional Generation	ECL	WAPE0.131	7
Long-term Forecasting	ECL v1 (test)	MSE0.147	7

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