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Multivariate Time-series Forecasting on ETTm1

0.106MSE

SCINet

Updated 1d ago

Evaluation Results

Method
SCINet 2021.06	0.106	0.202
SCINet 2021.06	0.136	0.23
SCINet 2021.06	0.165	0.252
LSTNet 2021.06	0.229	0.282
LSTNet 2021.06	0.239	0.36
SSCNN 2024.01	0.242	0.3
SCNN 2024.01	0.244	0.302
LeapTS 2026.05	0.244	0.304
Amplifier 2026.05	0.247	0.311
PatchTST 2024.01	0.248	0.305
TimeMixer 2026.05	0.248	0.31
Crossformer 2025.12	0.25	0.251
PatchTST 2026.05	0.251	0.315
ITS-Mina 2026.04	0.252	-
SCINet 2021.06	0.253	0.315
PatchTST 2025.12	0.254	0.439
TimeMixer 2024.01	0.258	0.316
AMD 2026.05	0.258	0.319
DLinear 2024.01	0.259	0.312
LSTNet 2021.06	0.26	0.363
iTransformer 2024.01	0.261	0.315
TimesNet 2026.05	0.27	0.328
TimesNet 2024.01	0.271	0.318
Crossformer 2024.01	0.272	0.318
iTransformer 2026.05	0.272	0.329
DeepEDM 2025.06	0.277	0.318
OLinear 2026.02	0.279	0.338
PatchTST 2024.02	0.281	0.341
DLinear 2026.05	0.281	0.332
TCN 2021.06	0.282	0.332
KooPA 2023.05	0.283	0.333
Pathformer 2024.02	0.285	0.336
PatchTST 2023.05	0.286	0.336
AltTS 2026.02	0.29	0.337
PatchTST 2026.04	0.29	-
CI-TSMixer-Best 2023.06	0.291	0.346
GPHT 2024.02	0.291	0.339
CI-TSMixer 2026.04	0.291	-
PatchMixer 2026.04	0.291	-
PatchTST 2023.06	0.293	0.346
KooPA 2023.05	0.294	0.345
MICN 2023.05	0.294	0.353
PatchTST 2026.02	0.294	0.346
Pathformer 2024.02	0.295	0.335
PatchTST 2024.02	0.295	0.345
Pathformer 2024.02	0.295	0.335
ITS-Mina 2026.04	0.295	-
PAMod 2026.05	0.297	0.337
PatchTST 2023.05	0.299	0.346
DLinear 2024.02	0.299	0.353
DLinear 2026.04	0.299	-
N-HITS 2024.02	0.302	0.35
MICN 2026.04	0.302	-
DLinear 2026.02	0.304	0.348
HPMixer 2026.02	0.305	0.352
TimeEmb 2026.05	0.305	0.344
MICN 2023.05	0.306	0.364
NLinear 2024.02	0.306	0.348
NPMixer 2026.05	0.306	0.348
TimesNet 2023.05	0.308	0.354
PAMNet 2026.05	0.308	0.347
DLinear 2023.05	0.309	0.346
RLinear 2026.02	0.31	0.351
FiLM 2023.05	0.311	0.346
iTransformer 2026.02	0.311	0.365
TQNet 2026.05	0.311	0.353
TQNet 2026.05	0.311	0.353
TSMixer 2026.05	0.313	0.365
TimeBase 2026.02	0.314	0.356
Amplifier 2026.05	0.316	0.355
Amplifier 2026.05	0.316	0.355
Minusformer 2024.02	0.317	0.356
TimeXer 2026.02	0.318	0.356
TimeXer 2026.05	0.318	0.356
TimeXer 2026.05	0.318	0.356
CycleNet/MLP 2024.09	0.319	0.36
CycleNet/MLP 2026.02	0.319	0.36
CycleNet 2026.05	0.319	0.36
CycleNet 2026.05	0.319	0.36
TimeMixer 2026.05	0.32	0.357
TimeMixer 2026.05	0.32	0.357
SimpleTM 2026.02	0.321	0.361
FilterTS 2026.05	0.321	0.36
FilterTS 2026.05	0.321	0.36
SimpleTM 2026.05	0.321	0.361
KooPA 2023.05	0.322	0.366
DLinear 2023.05	0.322	0.355
LogTrans 2021.06	0.323	0.369
Informer 2021.06	0.323	0.369
TSMixer 2024.04	0.323	0.363
Informer 2025.11	0.323	0.369
FiLM 2023.05	0.324	0.353
TCN 2025.11	0.324	0.374
PatchTST 2023.05	0.325	0.363
SOFTS 2024.04	0.325	0.361
PatchMixer 2026.04	0.325	-
FEDformer 2026.04	0.326	-
DLinear 2023.05	0.327	0.359
Db2-TransF 2025.12	0.327	0.363
FiLM 2023.05	0.328	0.358

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