Currency Exchange Rate Prediction on 16 Currencies (Specific Timeframe) benchmark leaderboard · SOTA2 Research

Currency Exchange Rate Prediction on 16 Currencies (Specific Timeframe)

5.461RMSEDlinear

Evaluation Results

Method	Links
Dlinear2026.06		5.461	5.102	1.174	0.586	0.62
SCINet2026.06		5.481	5.148	1.174	0.59	0.77
TimeLLM2026.06		5.487	5.186	1.167	0.599	0.54
FiLM2026.06		5.508	5.219	1.179	0.597	0.64
TPGNN2026.06		5.512	5.183	1.177	0.594	0.64
Nlinear2026.06		5.518	5.171	1.179	0.593	0.64
KVAE2026.06		5.538	5.192	1.182	0.595	0.5
PatchTST2026.06		5.546	5.203	1.181	0.595	0.49
Informer2026.06		5.563	5.204	1.182	0.595	0.45
LSTM2026.06		5.621	5.257	1.19	0.601	0.58
DeepAR2026.06		5.622	5.287	1.189	0.604	0.55
ARIMA2026.06		5.709	5.291	1.197	0.604	0.24
Dlinear2026.06		5.878	5.405	1.212	0.603	6.33
SCINet2026.06		5.899	5.502	1.184	0.603	8.82
TimeLLM2026.06		5.913	5.524	1.182	0.603	4.53
FiLM2026.06		5.929	5.544	1.218	0.612	6.69
Nlinear2026.06		5.963	5.459	1.214	0.608	6.71
ESE2026.06		6.01	5.52	1.183	0.6	0.22
Informer2026.06		6.012	5.585	1.219	0.608	3.58
PatchTST2026.06		6.039	5.568	1.209	0.607	4.32
KVAE2026.06		6.054	5.591	1.204	0.604	4.39
DeepAR2026.06		6.078	5.606	1.219	0.61	5.19
TPGNN2026.06		6.088	5.633	1.182	0.601	6.75
LSTM2026.06		6.168	5.668	1.218	0.604	5.71
ARIMA2026.06		6.274	5.681	1.28	0.629	0.19
VAR2026.06		6.823	5.917	1.248	0.653	—