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Long-term forecasting on ETTm1

0.215MSE

KOSS

Updated 11d ago

Evaluation Results

Method
KOSS 2025.12	0.215	0.224
KOSS 2025.12	0.23	0.237
TimeAlign 2025.09	0.279	0.33
TSMixer + xCPD 2026.03	0.28	0.334
GTM 2025.02	0.282	0.341
GTM 2025.02	0.282	0.341
Time-MOE-b 2025.02	0.286	0.334
PatchTST 2023.07	0.292	-
Sundial-s 2025.02	0.292	0.342
GPT4TS 2025.02	0.292	0.346
CMoS 2025.09	0.292	0.345
TTME 2025.02	0.293	-
PatchTST 2025.02	0.293	0.346
DistilTS_T 2026.01	0.297	0.353
DLinear 2025.02	0.299	0.343
DLinear 2023.07	0.301	-
FiLM 2023.07	0.302	-
FITS 2023.07	0.303	-
DistilTS_L 2026.01	0.304	0.352
IPatch 2026.03	0.304	0.341
FITS 2023.07	0.305	-
SEED 2025.12	0.306	0.351
Time-MOE-b 2025.02	0.307	0.358
QDF 2025.10	0.307	0.349
TQNet 2025.10	0.31	0.352
TimeMoe_L 2026.01	0.311	0.358
TQNet 2025.12	0.311	0.353
PatchTST + xCPD 2026.03	0.318	0.358
MSGNet 2025.12	0.319	0.366
FeDaL 2025.08	0.319	0.365
MICN 2025.10	0.319	0.366
DistilTS_L 2026.01	0.32	0.356
TimeMixer 2025.12	0.32	0.357
TimeAlign 2025.09	0.322	0.356
FFTS 2025.08	0.323	0.374
DUET 2025.12	0.324	0.354
SOFTS 2025.12	0.325	0.361
GTM 2025.02	0.325	0.366
GTM 2025.02	0.325	0.366
PatchTST 2025.10	0.325	0.364
FEDformer 2025.02	0.326	0.39
PDF 2025.10	0.326	0.363
Fredformer 2025.10	0.326	0.361
Chronos_S 2026.01	0.328	0.332
PatchTST 2025.12	0.329	0.367
DLinear + xCPD 2026.03	0.329	0.362
TimesNet + xCPD 2026.03	0.329	0.367
Time-LLM 2025.08	0.329	0.372
PatchTST 2023.07	0.33	-
TimeMoe_L 2026.01	0.33	0.37
Chronos_B 2026.01	0.332	0.333
GPT4TS 2025.02	0.332	0.372
S-Mamba 2025.12	0.333	0.368
PatchTST 2025.02	0.333	0.37
FedAvg 2025.08	0.333	0.367
DistilTS_T 2026.01	0.334	0.376
iTransformer 2025.12	0.334	0.368
iTransformer 2025.12	0.334	0.368
CMoS 2025.09	0.334	0.366
DLinear 2023.07	0.335	-
TTME 2025.02	0.335	-
DLinear 2025.02	0.335	0.365
FITS 2023.07	0.337	-
DistilTS_L 2026.01	0.337	0.36
Sundial-s 2025.02	0.337	0.376
FiLM 2023.07	0.338	-
TimesNet 2023.07	0.338	-
TimesNet 2025.02	0.338	0.375
iTransformer 2025.10	0.338	0.372
FITS 2023.07	0.339	-
GTM 2025.02	0.339	0.376
GTM 2025.02	0.339	0.376
GTM 2025.02	0.339	0.376
TimeMoe_S 2026.01	0.34	0.369
TimeAlign 2025.09	0.34	0.367
FreTS 2025.10	0.342	0.375
DLinear 2025.12	0.345	0.372
Chimera 2024.06	0.345	0.377
Time-MOE-b 2025.02	0.345	0.381
DLinear 2025.10	0.346	0.373
TimeMoe_S 2026.01	0.347	0.379
MOIRAI_B 2026.01	0.347	0.36
TVNet 2025.09	0.348	0.379
TimeMoe_L 2026.01	0.35	0.383
SEED 2025.12	0.35	0.378
TTM_E 2025.02	0.35	-
TTME 2025.02	0.35	-
TimeAlign 2025.09	0.35	0.375
PatchTST 2023.02	0.351	0.387
TCN 2024.06	0.351	0.381
PatchTST 2025.08	0.351	0.38
ModernTCN 2025.09	0.351	0.381
GPT2(6) 2023.02	0.352	0.383
GPT4TS 2025.02	0.352	0.383
PatchTST 2025.02	0.352	0.382
GPT4TS 2025.02	0.352	0.383
PatchTST 2025.02	0.352	0.382
QDF 2025.10	0.352	0.376
GTM 2025.02	0.353	0.385
GTM 2025.02	0.353	0.385

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