Time Series Forecasting on Exchange Rate (MSE, MAE) benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Exchange Rate (MSE, MAE)

0.0284MSEWaveMoE

Evaluation Results

Method	Links
WaveMoE2026.04		0.0284	0.105
Time-MoE2026.04		0.032	0.1168
Chronos2026.04		0.0353	0.1119
Sundial2026.04		0.0382	0.1139
Timer2026.04		0.0416	0.1158
STNP2026.05		0.087	0.208
STNP2026.05		0.087	0.208
MOMENT2025.11		0.097	0.263
MOMENT2025.11		0.102	0.273
MOMENT2025.11		0.109	0.283
MOMENT2025.11		0.11	0.286
FEDformer2026.05		0.148	0.278
Autoformer2026.05		0.197	0.323
Influence2025.11		0.286	0.456
Shapley2025.11		0.288	0.46
Influence2025.11		0.308	0.462
Shapley2025.11		0.313	0.478
LTSV (Top strategy)2025.11		0.317	0.475
LTSV (Top strategy)2025.11		0.332	0.487
Random2025.11		0.336	0.496
Random2025.11		0.356	0.494
Influence2025.11		0.36	0.522
Shapley2025.11		0.372	0.529
LTSV (Bottom strategy)2025.11		0.38	0.522
LTSV (Top strategy)2025.11		0.387	0.544
LTSV (Bottom strategy)2025.11		0.389	0.528
Random2025.11		0.406	0.562
Time-LLM2025.11		0.436	0.585
Time-LLM2025.11		0.439	0.586
LTSV (Bottom strategy)2025.11		0.44	0.58
Time-LLM2025.11		0.445	0.593
Informer2026.05		0.847	0.752
CNP2026.05		0.895	0.801
TETNP2026.05		0.898	0.783
NP2026.05		0.924	0.813
LogTrans2026.05		0.968	0.812
ANP2026.05		0.991	0.84
CANP2026.05		1.019	0.853
SConvCNP2026.05		1.048	0.846
Reformer2026.05		1.065	0.829
ConvCNP2026.05		1.083	0.835
BNP2026.05		1.103	0.845
BANP2026.05		1.11	0.89
Time-LLM2025.11		2.862	1.488
TNP2026.05		3.036	1.443
Time-MoE2025.11		4.335	0.0001
Time-MoE2025.11		4.579	0.0001
Time-MoE2025.11		5.665	0.0001
Time-MoE2025.11		7.776	0.0001