Time Series Forecasting on Electricity

Metric: RRSE (higher is better)

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#	Model↕	RRSE▼	Extra Data	Paper	Date↕	Code
1	LST-Skip (24 step)	0.1007	No	Modeling Long- and Short-Term Temporal Patterns ...	2017-03-21	Code
2	LST-Skip (12 step)	0.1007	No	Modeling Long- and Short-Term Temporal Patterns ...	2017-03-21	Code
3	TPA-LSTM (24 step)	0.1006	No	Temporal Pattern Attention for Multivariate Time...	2018-09-12	Code
4	TPA-LSTM (12 step)	0.0964	No	Temporal Pattern Attention for Multivariate Time...	2018-09-12	Code
5	MTGNN (24 step)	0.0953	No	Connecting the Dots: Multivariate Time Series Fo...	2020-05-24	Code
6	LST-Skip (6 step)	0.0931	No	Modeling Long- and Short-Term Temporal Patterns ...	2017-03-21	Code
7	MTGNN (12 step)	0.0916	No	Connecting the Dots: Multivariate Time Series Fo...	2020-05-24	Code
8	TPA-LSTM (6 step)	0.0916	No	Temporal Pattern Attention for Multivariate Time...	2018-09-12	Code
9	MTGNN (6 step)	0.0878	No	Connecting the Dots: Multivariate Time Series Fo...	2020-05-24	Code
10	LST-Skip (3 step)	0.0864	No	Modeling Long- and Short-Term Temporal Patterns ...	2017-03-21	Code
11	TPA-LSTM (3 step)	0.0823	No	Temporal Pattern Attention for Multivariate Time...	2018-09-12	Code
12	MTGNN (3 step)	0.0745	No	Connecting the Dots: Multivariate Time Series Fo...	2020-05-24	Code

#1LST-Skip (24 step)SOTA
0.1007
RRSE· 2017-03-21
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Code
#2LST-Skip (12 step)
0.1007
RRSE· 2017-03-21
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Code
#3TPA-LSTM (24 step)
0.1006
RRSE· 2018-09-12
Temporal Pattern Attention for Multivariate Time Series Forecasting Code
#4TPA-LSTM (12 step)
0.0964
RRSE· 2018-09-12
Temporal Pattern Attention for Multivariate Time Series Forecasting Code
#5MTGNN (24 step)
0.0953
RRSE· 2020-05-24
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Code
#6LST-Skip (6 step)
0.0931
RRSE· 2017-03-21
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Code
#7MTGNN (12 step)
0.0916
RRSE· 2020-05-24
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Code
#8TPA-LSTM (6 step)
0.0916
RRSE· 2018-09-12
Temporal Pattern Attention for Multivariate Time Series Forecasting Code
#9MTGNN (6 step)
0.0878
RRSE· 2020-05-24
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Code
#10LST-Skip (3 step)
0.0864
RRSE· 2017-03-21
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Code
#11TPA-LSTM (3 step)
0.0823
RRSE· 2018-09-12
Temporal Pattern Attention for Multivariate Time Series Forecasting Code
#12MTGNN (3 step)
0.0745
RRSE· 2020-05-24
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Code