Share your thoughts, 1 month free Claude Pro on usSee more

Multivariate long-term series forecasting on Exchange

0.055MSE

Koopa

Updated 14d ago

Evaluation Results

Method
Koopa 2024.09	0.055	0.169
Koopa + FAN 2024.09	0.055	0.17
TimesNet + FAN 2024.09	0.058	0.174
FITS 2024.10	0.086	-
iTransformer 2024.10	0.086	-
DLinear 2024.10	0.087	-
PatchTST 2024.10	0.087	-
SAN 2026.05	0.087	0.214
U-mixer 2026.05	0.087	0.201
Koopa 2024.09	0.088	0.216
MixLinear 2024.10	0.088	-
SeesawNet 2026.05	0.088	0.213
Koopa + FAN 2024.09	0.089	0.217
TimeBridge 2026.05	0.091	0.215
PatchTST 2026.05	0.091	0.214
DDN 2026.05	0.094	0.217
PDF 2026.05	0.094	0.219
TimesNet + FAN 2024.09	0.095	0.223
iTransformer 2026.05	0.099	0.226
SparseTSF 2024.10	0.105	-
TimesNet 2024.10	0.107	-
NS-Transformer 2026.05	0.132	0.254
FEDformer 2024.10	0.148	-
Koopa + FAN 2024.09	0.162	0.299
TimesNet + FAN 2024.09	0.169	0.307
U-mixer 2026.05	0.171	0.295
MixLinear 2024.10	0.175	-
iTransformer 2024.10	0.177	-
SAN 2026.05	0.177	0.316
FITS 2024.10	0.18	-
SeesawNet 2026.05	0.181	0.311
Koopa 2024.09	0.182	0.317
PatchTST 2024.10	0.183	-
DDN 2026.05	0.193	0.314
SparseTSF 2024.10	0.196	-
Autoformer 2021.06	0.197	0.323
TimeBridge 2026.05	0.198	0.318
PDF 2026.05	0.198	0.319
iTransformer 2026.05	0.206	0.329
PatchTST 2026.05	0.207	0.326
TimesNet 2024.10	0.226	-
DLinear (w/) 2025.12	0.242	0.355
DLinear 2024.10	0.251	-
NS-Transformer 2026.05	0.258	0.363
SCINet 2024.10	0.267	-
FEDformer 2024.10	0.271	-
MTLinear 2025.08	0.285	0.38
SeesawNet 2026.05	0.289	0.397
SAN 2026.05	0.296	0.41
Dlinear 2025.12	0.297	0.378
Autoformer 2021.06	0.3	0.369
Koopa + FAN 2024.09	0.306	0.418
U-mixer 2026.05	0.31	0.404
DLinear + KUP-BI 2026.05	0.313	0.39
FusAD 2025.12	0.314	0.379
MixLinear 2024.10	0.318	-
AMD 2025.12	0.328	0.387
iTransformer 2024.10	0.331	-
PDF 2026.05	0.332	0.42
FITS 2024.10	0.333	-
PENGUIN 2025.08	0.34	0.403
TimesNet + FAN 2024.09	0.341	0.442
DLinear 2024.02	0.346	0.416
PatchTST 2026.05	0.346	0.429
Attraos 2024.02	0.349	0.395
DDN 2026.05	0.35	0.427
SCINet 2024.10	0.351	-
PENGUIN 2025.08	0.355	0.401
Affirm 2025.12	0.356	0.399
SparseTSF 2024.10	0.358	-
xPatch + KUP-BI 2026.05	0.358	0.402
iTransformer 2025.12	0.36	0.403
iTransformer 2025.08	0.36	0.403
DLinear + KUP-BI 2026.05	0.362	0.416
xPatch + KUP-BI 2026.05	0.363	0.403
xPatch 2026.05	0.364	0.403
PatchTST 2025.12	0.367	0.404
TimesNet 2024.10	0.367	-
PatchTST 2025.08	0.367	0.404
DLinear (w/o) 2025.12	0.369	0.418
DLinear 2026.05	0.369	0.418
GPT4TS 2025.12	0.371	0.406
PatchTST + KUP-BI 2026.05	0.371	0.41
CATS 2025.08	0.374	0.409
DLinear 2025.08	0.376	0.444
CycleNet/MLP 2025.08	0.378	0.41
RLinear 2025.12	0.379	0.418
iTransformer 2026.05	0.379	0.456
TimesNet 2024.09	0.38	0.507
CycleNet/Linear 2025.08	0.383	0.414
TimesNet + KUP-BI 2026.05	0.383	0.427
PatchTST 2024.10	0.39	-
PatchTST + KUP-BI 2026.05	0.39	0.418
TimeBridge 2026.05	0.394	0.46
PatchTST 2026.05	0.394	0.426
SparseTSF 2025.08	0.397	0.427
TimesNet + KUP-BI 2026.05	0.399	0.434
CycleNet 2025.08	0.4	0.422
DLinear 2024.10	0.403	-
Koopa 2024.09	0.414	0.514

Showing 100 of 156 rows