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

0.116MSE

Ada-MSHyper

Updated 1d 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
FlowMixer 2025.05	0.264	0.33
Time-VLM 2025.09	0.267	0.335
Autoformer 2022.05	0.268	0.409
TIME-LLM 2023.10	0.268	0.328
Time-LLM 2025.09	0.268	0.328
TSCOMP 2026.05	0.27	0.335
FEDformer-w 2022.05	0.271	0.412
Super-Linear 2025.09	0.272	0.335
BEAT 2025.01	0.273	0.329
FreqLite 2026.05	0.275	0.336
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
SegRNN 2026.05	0.282	0.34
FiLM 2022.05	0.284	0.348
GPT4TS 2023.10	0.285	0.342
TimeCMA 2025.09	0.286	0.336
FEDformer-w 2022.05	0.288	0.438
FreqLite 2026.05	0.29	0.339
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
RLinear 2026.05	0.295	0.344
KooPA 2025.05	0.297	0.349
NLinear 2026.05	0.298	0.347
PatchTST* 2026.05	0.298	0.346
xPatch 2024.12	0.299	0.351
MFVI Latent AR 2026.04	0.3	0.349
FITS 2026.05	0.303	0.349
TimeMixer 2024.12	0.316	0.384
FlowMixer 2025.05	0.32	0.368
CARD 2024.12	0.321	0.373
ModernTCN 2025.09	0.322	0.379
TVNet 2025.09	0.324	0.377
Time-VLM 2025.09	0.326	0.373
DLinear 2026.05	0.327	0.382
RLinear 2024.12	0.328	0.382
N-HITS 2025.05	0.328	0.364
TIME-LLM 2023.10	0.329	0.375
Time-LLM 2025.09	0.329	0.375
LSTNet 2026.04	0.33	-
PatchTST 2024.12	0.331	0.381
CMoS 2025.09	0.331	0.383
FEDformer 2025.05	0.332	0.374
Autoformer 2025.05	0.332	0.368
DLinear 2025.05	0.333	0.387
TIME-LLM 2023.10	0.334	0.383
Time-LLM 2025.09	0.334	0.383
TimeAlign 2025.09	0.336	0.382
Super-Linear 2025.09	0.34	0.378
Time-VLM 2025.09	0.34	0.391
FreqLite 2026.05	0.34	0.38
FlowMixer 2025.05	0.344	0.396
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
Super-Linear 2025.09	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
KooPA 2025.05	0.356	0.393
FiLM 2022.05	0.357	0.4
Time-VLM 2025.09	0.357	0.406
Autoformer 2022.05	0.358	0.397
FreqLite 2026.05	0.362	0.402
TimeCMA 2025.09	0.363	0.387

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