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Long-term time-series forecasting on ETTh2 (test)

0.116MSE

Ada-MSHyper

Updated 23d ago

Evaluation Results

Method
Ada-MSHyper 2024.10	0.116	0.262
FEDformer-f 2022.05	0.128	0.271
NLinear 2022.05	0.129	0.278
DLinear 2022.05	0.131	0.279
DLinear 2024.10	0.131	0.279
LTSF-Linear 2022.05	0.133	0.283
iTransformer 2024.10	0.136	0.287
Autoformer 2022.05	0.153	0.306
FEDformer-w 2022.05	0.156	0.306
NLinear 2022.05	0.169	0.324
LTSF-Linear 2022.05	0.176	0.33
DLinear 2022.05	0.176	0.329
FEDformer-f 2022.05	0.185	0.33
NLinear 2022.05	0.194	0.355
Autoformer 2022.05	0.204	0.351
DLinear 2022.05	0.209	0.367
Informer 2022.05	0.213	0.373
LTSF-Linear 2022.05	0.213	0.371
LogTrans 2022.05	0.217	0.379
LogTrans 2022.05	0.218	0.387
Ada-MSHyper 2024.10	0.221	0.38
NLinear 2022.05	0.225	0.381
Informer 2022.05	0.227	0.387
FEDformer-f 2022.05	0.231	0.378
FEDformer-w 2022.05	0.238	0.38
Informer 2022.05	0.242	0.401
Autoformer 2022.05	0.246	0.389
iTransformer 2024.10	0.253	0.403
Autoformer 2022.05	0.268	0.409
TIME-LLM 2023.10	0.268	0.328
FEDformer-w 2022.05	0.271	0.412
BEAT 2025.01	0.273	0.329
DLinear 2022.05	0.276	0.426
FEDformer-f 2022.05	0.278	0.42
LogTrans 2022.05	0.281	0.429
WPMixer 2025.01	0.282	0.334
FiLM 2022.05	0.284	0.348
GPT4TS 2023.10	0.285	0.342
FEDformer-w 2022.05	0.288	0.438
Informer 2022.05	0.291	0.439
Bi-Mamba+ 2024.04	0.291	0.342
LTSF-Linear 2022.05	0.292	0.44
LogTrans 2022.05	0.293	0.437
xPatch 2024.12	0.299	0.351
TimeMixer 2024.12	0.316	0.384
CARD 2024.12	0.321	0.373
ModernTCN 2025.09	0.322	0.379
TVNet 2025.09	0.324	0.377
RLinear 2024.12	0.328	0.382
TIME-LLM 2023.10	0.329	0.375
PatchTST 2024.12	0.331	0.381
CMoS 2025.09	0.331	0.383
TIME-LLM 2023.10	0.334	0.383
TimeAlign 2025.09	0.336	0.382
TSMixer + xCPD 2026.03	0.345	0.392
TimeBase 2025.09	0.345	0.397
Leddam 2025.09	0.345	0.391
FEDformer 2022.05	0.346	0.388
TimeMixer 2025.09	0.349	0.397
FSMLP 2024.12	0.35	0.384
TSMixer + LIFT 2026.03	0.351	0.397
TSMixer + CCM 2026.03	0.351	0.399
PatchTST 2025.09	0.351	0.404
TSMixer 2026.03	0.355	0.401
FiLM 2022.05	0.357	0.4
Autoformer 2022.05	0.358	0.397
DistDF 2025.10	0.367	0.393
TIME-LLM 2023.10	0.368	0.409
Bi-Mamba+ 2024.04	0.368	0.392
QDF 2025.10	0.368	0.397
TIME-LLM 2023.10	0.372	0.42
iTransformer 2025.09	0.374	0.406
TQNet 2025.10	0.375	0.4
PDF 2025.10	0.375	0.399
FiLM 2022.05	0.377	0.417
TimeBridge 2025.10	0.377	0.403
Fredformer 2025.10	0.377	0.402
Fredformer 2025.10	0.377	0.402
TiDE 2025.10	0.378	0.401
TiDE 2025.10	0.378	0.401
iTransformer 2024.12	0.383	0.407
iTransformer 2024.12	0.385	0.417
iTransformer 2025.10	0.386	0.407
iTransformer 2025.10	0.386	0.407
PatchTST 2025.10	0.39	0.413
PatchTST 2025.10	0.39	0.413
TimesNet 2025.09	0.39	0.427
MICN 2024.12	0.403	0.437
Bi-Mamba+ 2024.04	0.407	0.424
TimesNet 2025.10	0.409	0.42
TimesNet 2025.10	0.409	0.42
TimesNet 2024.12	0.414	0.427
Bi-Mamba+ 2024.04	0.421	0.439
FEDformer 2022.05	0.429	0.439
DLinear 2024.12	0.431	0.447
DLinear 2025.09	0.431	0.447
FiLM 2022.05	0.439	0.456
ETSformer 2024.12	0.439	0.452
Autoformer 2022.05	0.456	0.452
FEDformer 2022.05	0.463	0.474

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