Time-series forecasting on ETTm1 few-shot 10% data benchmark leaderboard · SOTA2 Research

Time-series forecasting on ETTm1 few-shot 10% data

0.41MSETIME-LLM

Evaluation Results

Method	Links
TIME-LLM2026.03		0.41	0.43
TEST2026.03		0.46	0.45
One-for-All2026.03		0.47	0.44
GPT4TS2026.03		0.47	0.44
TimeSAF2026.04		0.483	0.449
CALF2026.04		0.504	0.462
FEDPM2026.04		0.508	0.462
FEDPM2026.04		0.547	0.468
PatchTST2026.04		0.557	0.483
UniTime2026.04		0.564	0.479
DLinear2026.04		0.567	0.499
Time-FFM2026.04		0.571	0.481
FFTS2026.04		0.575	0.512
Time-FFM2026.04		0.578	0.49
UniTime2026.04		0.578	0.489
UniTime2026.04		0.582	0.485
Time-FFM2026.04		0.592	0.504
TimeCMA2026.04		0.594	0.504
FFTS2026.04		0.601	0.521
GPT4TS2026.04		0.608	0.5
FEDPM2026.04		0.622	0.525
FEDPM2026.04		0.625	0.516
Time-FFM2026.04		0.629	0.526
UniTime2026.04		0.631	0.523
Time-LLM2026.04		0.636	0.512
FFTS2026.04		0.642	0.54
TimesNet2026.04		0.673	0.534
TimesNet2026.03		0.68	0.54
FEDformer2026.04		0.696	0.572
EFDformer2026.03		0.72	0.61
FFTS2026.04		0.725	0.588
TOTEM2026.04		0.788	0.599
TStationary2026.03		0.8	0.58
Autoformer2026.03		0.8	0.63
TOTEM2026.04		0.803	0.608
TOTEM2026.04		0.822	0.611
TOTEM2026.04		0.829	0.613
FL-PatchTST2026.04		0.895	0.568
MICN2026.04		0.97	0.674
ETSformer2026.03		0.98	0.72
Cen-PatchTST2026.04		0.987	0.637
FL-PatchTST2026.04		1.001	0.614
FL-PatchTST2026.04		1.041	0.583
Cen-PatchTST2026.04		1.044	0.666
FL-iTransformer2026.04		1.05	0.64
FL-iTransformer2026.04		1.076	0.67
Cen-PatchTST2026.04		1.118	0.672
Cen-PatchTST2026.04		1.136	0.672
FL-iTransformer2026.04		1.177	0.682
Informer2026.03		1.19	0.82
Crossformer2026.04		1.34	0.848
FL-iTransformer2026.04		1.418	0.764
Reformer2026.03		1.43	0.86
FL-PatchTST2026.04		1.942	0.822