Time Series Forecasting on Exchange Rate Input Length 50 benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Exchange Rate Input Length 50

6.11RMSE (H=1)TPGNN

Evaluation Results

Method	Links
TPGNN2026.06		6.11	7.81	11.06	16.21	5.59	7.05	10.07	15.35
SCINet2026.06		6.14	7.98	10.93	16.02	5.5	6.64	9.9	15.26
Dlinear2026.06		6.19	7.95	11.1	15.43	5.4	6.76	9.81	14.12
DeepAR2026.06		6.22	7.95	11.13	16.53	5.59	7.1	10.2	15.14
LSTM2026.06		6.27	8.01	11.05	16.21	5.69	6.84	9.83	15.7
SCINet2026.06		6.27	8.09	10.92	15.42	5.51	6.83	9.75	14.05
Dlinear2026.06		6.29	8.04	10.99	15.99	5.38	6.81	9.86	15.26
TPGNN2026.06		6.31	7.76	11.25	15.63	5.7	7.05	9.97	14.54
LSTM2026.06		6.33	7.83	11.28	15.65	5.61	6.81	10.01	14.61
PatchTST2026.06		6.33	7.74	11.13	16.33	5.29	6.89	9.82	15.73
Nlinear2026.06		6.34	8	10.96	16.34	5.39	6.75	9.7	15.56
Nlinear2026.06		6.34	7.92	11.11	15.49	5.53	6.72	9.82	14.26
TimeLLM2026.06		6.36	7.91	11.51	14.97	6.16	7.12	9.79	14.28
DeepAR2026.06		6.4	7.93	11.4	15.79	5.79	7.11	10.21	15.02
Informer2026.06		6.44	7.79	11.22	16.12	5.39	6.75	9.7	15.56
VAR2026.06		6.46	8.08	11.28	17.07	5.74	7.08	10.23	15.64
ARIMA2026.06		6.46	8.08	11.28	17.07	5.6	7.05	10.24	15.29
PatchTST2026.06		6.46	7.8	—	15.61	5.52	6.87	9.83	14.37
ESE2026.06		6.48	8.17	11.2	15.97	5.38	6.82	9.82	15.73
KVAE2026.06		6.48	8.18	11.3	15.69	5.45	6.84	10.13	14.89
Informer2026.06		6.49	7.89	11.19	15.59	5.55	7.07	9.88	14.47
FiLM2026.06		6.5	8.15	11.29	16.58	5.5	6.76	10.03	15.25
ARIMA2026.06		6.52	8.03	11.46	15.83	5.73	7.14	10.22	15.16
FiLM2026.06		6.57	8.12	11.29	15.67	5.7	6.93	10.07	14.63
KVAE2026.06		6.57	8.1	11.3	16.61	5.46	6.69	10.24	15.31
TimeLLM2026.06		6.58	8.09	10.93	15.82	5.42	7.15	10.14	13.47