Time Series Forecasting on Exchange Rate Input Length 100 benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Exchange Rate Input Length 100

5.46RMSE (H=1)Dlinear

Evaluation Results

Method	Links
Dlinear2026.06		5.46	7.41	10.37	14.55	5.1	6.57	9.45	12.95
SCINet2026.06		5.48	7.44	10.33	14.57	5.15	6.65	9.31	13.28
TimeLLM2026.06		5.49	7.53	10.62	14.83	5.18	6.63	9.39	12.92
FiLM2026.06		5.51	7.47	10.54	14.57	5.22	6.84	9.4	13.4
TPGNN2026.06		5.51	7.45	10.51	14.81	5.18	6.72	9.51	13.48
Nlinear2026.06		5.52	7.44	10.36	14.54	5.17	6.62	9.4	12.96
KVAE2026.06		5.54	7.56	10.67	14.75	5.19	6.84	9.49	13.63
PatchTST2026.06		5.55	7.41	10.39	14.61	5.2	6.6	9.3	13.32
Informer2026.06		5.56	7.49	10.5	14.66	5.2	6.61	9.59	13.34
LSTM2026.06		5.62	7.58	10.54	14.71	5.26	6.73	9.49	13.36
DeepAR2026.06		5.62	7.52	10.53	14.65	5.29	6.74	9.61	13.59
ARIMA2026.06		5.71	7.63	10.58	14.85	5.29	6.92	9.62	13.55
Dlinear2026.06		5.88	7.55	10.59	15.18	5.41	6.68	9.71	14.21
SCINet2026.06		5.9	7.6	10.47	15.3	5.5	6.94	9.58	14.87
TimeLLM2026.06		5.91	7.57	10.49	14.96	5.52	6.67	9.46	13.84
FiLM2026.06		5.93	7.72	10.76	15.34	5.54	7.02	9.73	14.45
Nlinear2026.06		5.96	7.58	10.6	15.06	5.46	6.79	9.85	14.17
ESE2026.06		6.01	7.6	10.69	15.31	5.52	6.75	9.87	14.49
Informer2026.06		6.01	7.67	10.6	15.29	5.46	6.79	9.85	14.17
PatchTST2026.06		6.04	7.45	10.63	15.32	5.57	6.72	9.63	14.7
KVAE2026.06		6.05	7.65	10.81	15.24	5.59	6.94	9.85	14.56
DeepAR2026.06		6.08	7.62	10.62	15.2	5.61	6.86	9.9	14.53
TPGNN2026.06		6.09	7.53	10.64	15.24	5.63	6.76	9.75	14.88
LSTM2026.06		6.17	7.71	10.77	15.37	5.67	6.87	9.87	14.71
VAR2026.06		6.82	7.84	10.84	15.46	5.92	7.1	9.93	15.03
ARIMA2026.06		6.82	7.84	10.84	15.46	5.68	7.02	10.06	15.14