Time-series forecasting on Traffic (MAE, MSE) benchmark leaderboard · SOTA2 Research

Time-series forecasting on Traffic (MAE, MSE)

0.268MAEiTransformer

Evaluation Results

Method	Links
iTransformer2026.05		0.268	0.395
iTransformer2026.05		0.276	0.417
iTransformer2026.05		0.283	0.433
TimeMixer2026.05		0.285	0.462
STAIR2026.05		0.287	0.438
Crossformer2026.05		0.29	0.522
Crossformer2026.05		0.293	0.53
PatchTST2026.05		0.295	0.462
STAIR2026.05		0.296	0.452
TimeMixer2026.05		0.296	0.473
TimeMixer2026.05		0.296	0.498
PatchTST2026.05		0.296	0.466
iTransformer2026.05		0.302	0.467
PatchTST2026.05		0.304	0.482
STAIR2026.05		0.305	0.47
Crossformer2026.05		0.305	0.558
TimeMixer2026.05		0.313	0.506
STNP2026.05		0.318	0.582
STNP2026.05		0.318	0.582
TimesNet2026.05		0.321	0.593
PatchTST2026.05		0.322	0.514
STAIR2026.05		0.323	0.502
TETNP2026.05		0.328	0.627
Crossformer2026.05		0.328	0.589
SConvCNP2026.05		0.332	0.618
TimesNet2026.05		0.336	0.617
TimesNet2026.05		0.336	0.629
TimesNet2026.05		0.35	0.64
BANP2026.05		0.365	0.662
CANP2026.05		0.366	0.661
FEDformer2026.05		0.366	0.587
ConvCNP2026.05		0.37	0.69
DLinear2026.05		0.37	0.598
ANP2026.05		0.372	0.67
DLinear2026.05		0.373	0.605
LogTrans2026.05		0.384	0.684
Autoformer2026.05		0.388	0.613
Informer2026.05		0.391	0.719
BNP2026.05		0.393	0.702
DLinear2026.05		0.394	0.645
DLinear2026.05		0.396	0.65
CNP2026.05		0.397	0.722
NP2026.05		0.402	0.706
Reformer2026.05		0.423	0.732
TiDE2026.05		0.449	0.719
TiDE2026.05		0.474	0.756
TiDE2026.05		0.477	0.762
TiDE2026.05		0.493	0.805
TNP2026.05		0.8	1.462
DRL-STAF2026.05		1.5193	6.461
NHMM2026.05		1.5881	6.78
Markovian-RNN2026.05		2.0032	9.9143
NCTRL2026.05		2.5353	12.8844
CHMM2026.05		5.1245	50.2464
Parallel HMM2026.05		5.5411	59.5501
Parallel HOHMM2026.05		5.5419	59.5004
DEN-HMM2026.05		13.8156	245.5208
Parallel HSMM2026.05		14.1709	259.8108