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Long-term time-series forecasting on ETTm1 (test)

0.026MSE

NLinear

Updated 2d ago

Evaluation Results

Method
NLinear 2022.05	0.026	0.122
Ada-MSHyper 2024.10	0.027	0.118
LTSF-Linear 2022.05	0.028	0.125
DLinear 2022.05	0.028	0.123
PatchTST 2024.10	0.029	0.126
FEDformer-f 2022.05	0.033	0.14
FEDformer-w 2022.05	0.036	0.149
NLinear 2022.05	0.039	0.149
LTSF-Linear 2022.05	0.043	0.154
DLinear 2022.05	0.045	0.156
Dualformer 2026.01	0.047	0.161
PatchTST 2026.01	0.048	0.163
iTransformer 2026.01	0.048	0.163
LogTrans 2022.05	0.049	0.171
FiLM 2026.01	0.049	0.165
NLinear 2022.05	0.052	0.172
DLinear 2026.01	0.053	0.168
Autoformer 2022.05	0.056	0.183
FEDformer-f 2022.05	0.058	0.186
LTSF-Linear 2022.05	0.059	0.18
DLinear 2022.05	0.061	0.182
FreTS 2026.01	0.066	0.196
FEDformer-w 2022.05	0.069	0.206
FEDformer 2026.01	0.07	0.204
FEDformer-w 2022.05	0.071	0.209
NLinear 2022.05	0.073	0.207
Autoformer 2022.05	0.076	0.218
LTSF-Linear 2022.05	0.08	0.211
DLinear 2022.05	0.08	0.21
Autoformer 2022.05	0.081	0.216
FEDformer-f 2022.05	0.084	0.231
Autoformer 2026.01	0.091	0.236
FEDformer-f 2022.05	0.102	0.25
FEDformer-w 2022.05	0.105	0.248
Informer 2022.05	0.109	0.277
Autoformer 2022.05	0.11	0.267
Informer 2022.05	0.151	0.31
LogTrans 2022.05	0.157	0.317
Time-LLM 2025.09	0.272	0.334
LogTrans 2022.05	0.289	0.459
Super-Linear 2025.09	0.292	0.339
KooPA 2025.05	0.294	0.345
FlowMixer 2025.05	0.298	0.345
FSMLP 2024.12	0.303	0.342
Time-VLM 2025.09	0.304	0.346
BEAT 2025.01	0.307	0.342
Time-LLM 2025.09	0.31	0.358
TimeCMA 2025.09	0.312	0.351
WPMixer 2025.01	0.314	0.35
MFVI Latent AR 2026.04	0.316	0.355
FEDformer 2025.05	0.326	0.39
PatchTST 2024.05	0.329	0.367
TIME-LLM 2023.10	0.329	0.372
PatchTST 2024.12	0.329	0.367
Time-LLM 2025.09	0.329	0.372
Super-Linear 2025.09	0.332	0.364
Time-VLM 2025.09	0.332	0.366
FlowMixer 2025.05	0.333	0.365
iTransformer 2024.05	0.334	0.368
iTransformer 2024.12	0.334	0.368
KooPA 2025.05	0.337	0.378
TimesNet 2024.12	0.338	0.375
FreTS 2024.12	0.339	0.374
TimeAlign 2025.09	0.34	0.367
xPatch 2024.12	0.341	0.368
TSMixer + LIFT 2026.03	0.342	0.372
TEFN 2024.05	0.343	0.367
TSMixer + xCPD 2026.03	0.343	0.371
DLinear 2024.12	0.345	0.372
DLinear 2025.05	0.345	0.372
FSMLP 2024.12	0.347	0.368
TSMixer 2026.03	0.347	0.375
TimeMixer 2024.12	0.348	0.376
TVNet 2025.09	0.348	0.379
CARD 2024.12	0.35	0.368
TSMixer + CCM 2026.03	0.351	0.38
ModernTCN 2025.09	0.351	0.381
Time-VLM 2025.09	0.351	0.376
Time-LLM 2025.09	0.352	0.384
PatchTST 2024.12	0.353	0.382
PatchTST 2025.09	0.353	0.382
CMoS 2025.09	0.354	0.378
Leddam 2025.09	0.354	0.381
Super-Linear 2025.09	0.354	0.378
Rlinear 2024.05	0.355	0.376
TimeMixer 2025.09	0.355	0.38
DLinear 2025.09	0.356	0.378
MFVI Latent AR 2026.04	0.356	0.377
DLinear 2024.12	0.357	0.379
TimeBase 2025.09	0.357	0.38
LSTNet 2026.04	0.357	-
RLinear 2024.12	0.359	0.378
TimeCMA 2025.09	0.361	0.378
iTransformer 2025.09	0.362	0.391
FlowMixer 2025.05	0.363	0.383
TiDE 2024.12	0.364	0.387
Time-VLM 2025.09	0.364	0.383
FITS 2024.12	0.365	0.38
FSMLP 2024.12	0.365	0.382
FEDformer 2025.05	0.365	0.415

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