Multivariate long-term forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
ETTh1	MixLinear	MSE0.351	509	23d ago
Electricity	D-PAD	MSE0.128	245	1mo ago
ETTm1 (test)	PatchTST	MSE0.166	196	29d ago
Traffic	TiDE	MSE0.336	190	2mo ago
ETTh1 (test)	HiMTM	MSE0.358	183	29d ago
ETTh2 (test)	SearchCast	MSE0.268	182	29d ago
ECL	TimeBridge	MSE0.121	120	23d ago
ILI	PatchTST/64	MSE1.319	60	2mo ago
ETTh1 T=720 (test)	MoHETS	MSE0.35	51	4mo ago
ETTh1 T=96 (test)	SEG-MOE	MSE0.343	48	4mo ago
ETTm1 T=96 (test)	GridTST	MSE0.279	39	4mo ago
ETTh1 T=192 (test)	MoHETS	MSE0.376	37	4mo ago
ETTm1 v1 (test)	PMDformer	MSE0.279	31	29d ago
Exchange v1 (test)	PaiFilter	MSE0.083	29	2mo ago
ETTm1 (Avg)	HiMTM	MSE0.336	29	1mo ago
Electricity T=96 (test)	GridTST	MSE0.123	23	4mo ago
Weather v1 (test)	PMDformer	MSE0.141	22	29d ago
ETTh2 v1 (test)	PMDformer	MSE0.269	21	29d ago
ETTh1 v1 (test)		MSE0.349	21	29d ago
ETTm2 v1 (test)	PMDformer	MSE0.155	21	29d ago
ETTm2 (Avg)	HiMTM	MSE0.253	21	3mo ago
ETTm2 standard (test)	Multi-Scale Residual-Aware Representation Learning Pipeline	MSE0.037	18	1mo ago
Traffic standard (test)	Multi-Scale Residual-Aware Representation Learning Pipeline	MSE0.126	17	1mo ago
Illness v1 (test)	STELLA	MSE1.819	15	4mo ago
ETTm1 T=720 (test)	GridTST	MSE0.417	15	4mo ago

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