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

0.116MSEAda-MSHyper

Evaluation Results

Method
Ada-MSHyper2024.10	0.116	0.262
FEDformer-f2022.05	0.128	0.271
NLinear2022.05	0.129	0.278
DLinear2022.05	0.131	0.279
DLinear2024.10	0.131	0.279
LTSF-Linear2022.05	0.133	0.283
iTransformer2024.10	0.136	0.287
Autoformer2022.05	0.153	0.306
FEDformer-w2022.05	0.156	0.306
NLinear2022.05	0.169	0.324
LTSF-Linear2022.05	0.176	0.33
DLinear2022.05	0.176	0.329
FEDformer-f2022.05	0.185	0.33
NLinear2022.05	0.194	0.355
Autoformer2022.05	0.204	0.351
DLinear2022.05	0.209	0.367
Informer2022.05	0.213	0.373
LTSF-Linear2022.05	0.213	0.371
LogTrans2022.05	0.217	0.379
LogTrans2022.05	0.218	0.387
Ada-MSHyper2024.10	0.221	0.38
NLinear2022.05	0.225	0.381
Informer2022.05	0.227	0.387
FEDformer-f2022.05	0.231	0.378
FEDformer-w2022.05	0.238	0.38
Informer2022.05	0.242	0.401
Autoformer2022.05	0.246	0.389
iTransformer2024.10	0.253	0.403
FlowMixer2025.05	0.264	0.33
Time-VLM2025.09	0.267	0.335
Autoformer2022.05	0.268	0.409
TIME-LLM2023.10	0.268	0.328
Time-LLM2025.09	0.268	0.328
TSCOMP2026.05	0.27	0.335
FEDformer-w2022.05	0.271	0.412
Super-Linear2025.09	0.272	0.335
BEAT2025.01	0.273	0.329
FreqLite2026.05	0.275	0.336
DLinear2022.05	0.276	0.426
FEDformer-f2022.05	0.278	0.42
LogTrans2022.05	0.281	0.429
WPMixer2025.01	0.282	0.334
SegRNN2026.05	0.282	0.34
FiLM2022.05	0.284	0.348
GPT4TS2023.10	0.285	0.342
TimeCMA2025.09	0.286	0.336
FEDformer-w2022.05	0.288	0.438
FreqLite2026.05	0.29	0.339
Informer2022.05	0.291	0.439
Bi-Mamba+2024.04	0.291	0.342
LTSF-Linear2022.05	0.292	0.44
LogTrans2022.05	0.293	0.437
RLinear2026.05	0.295	0.344
KooPA2025.05	0.297	0.349
NLinear2026.05	0.298	0.347
PatchTST*2026.05	0.298	0.346
xPatch2024.12	0.299	0.351
MFVI Latent AR2026.04	0.3	0.349
FITS2026.05	0.303	0.349
TimeMixer2024.12	0.316	0.384
FlowMixer2025.05	0.32	0.368
CARD2024.12	0.321	0.373
ModernTCN2025.09	0.322	0.379
TVNet2025.09	0.324	0.377
Time-VLM2025.09	0.326	0.373
DLinear2026.05	0.327	0.382
RLinear2024.12	0.328	0.382
N-HITS2025.05	0.328	0.364
TIME-LLM2023.10	0.329	0.375
Time-LLM2025.09	0.329	0.375
LSTNet2026.04	0.33	—
PatchTST2024.12	0.331	0.381
CMoS2025.09	0.331	0.383
FEDformer2025.05	0.332	0.374
Autoformer2025.05	0.332	0.368
DLinear2025.05	0.333	0.387
TIME-LLM2023.10	0.334	0.383
Time-LLM2025.09	0.334	0.383
TimeAlign2025.09	0.336	0.382
Super-Linear2025.09	0.34	0.378
Time-VLM2025.09	0.34	0.391
FreqLite2026.05	0.34	0.38
FlowMixer2025.05	0.344	0.396
TSMixer + xCPD2026.03	0.345	0.392
TimeBase2025.09	0.345	0.397
Leddam2025.09	0.345	0.391
FEDformer2022.05	0.346	0.388
Super-Linear2025.09	0.346	0.388
TimeMixer2025.09	0.349	0.397
FSMLP2024.12	0.35	0.384
TSMixer + LIFT2026.03	0.351	0.397
TSMixer + CCM2026.03	0.351	0.399
PatchTST2025.09	0.351	0.404
TSMixer2026.03	0.355	0.401
KooPA2025.05	0.356	0.393
FiLM2022.05	0.357	0.4
Time-VLM2025.09	0.357	0.406
Autoformer2022.05	0.358	0.397
FreqLite2026.05	0.362	0.402
TimeCMA2025.09	0.363	0.387