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Long-term forecasting on ETTh1

0.056MSE

AutoCon

Updated 23d ago

Evaluation Results

Method
AutoCon 2024.02	0.056	0.182	-	-	-	-
PatchTST 2024.02	0.057	0.184	-	-	-	-
FiLM 2024.02	0.057	0.18	-	-	-	-
TimesNet 2024.02	0.058	0.185	-	-	-	-
MICN 2024.02	0.062	0.185	-	-	-	-
DLinear 2024.02	0.063	0.185	-	-	-	-
Nonstationary 2024.02	0.069	0.197	-	-	-	-
AutoCon 2024.02	0.074	0.215	-	-	-	-
AutoCon 2024.02	0.079	0.223	-	-	-	-
AutoCon 2024.02	0.079	0.225	-	-	-	-
FEDformer 2024.02	0.08	0.218	-	-	-	-
TimesNet 2024.02	0.083	0.23	-	-	-	-
PatchTST 2024.02	0.089	0.236	-	-	-	-
FiLM 2024.02	0.097	0.245	-	-	-	-
TimesNet 2024.02	0.098	0.25	-	-	-	-
Nonstationary 2024.02	0.117	0.272	-	-	-	-
PatchTST 2024.02	0.118	0.275	-	-	-	-
FiLM 2024.02	0.123	0.28	-	-	-	-
FEDformer 2024.02	0.13	0.285	-	-	-	-
TimesNet 2024.02	0.143	0.303	-	-	-	-
MICN 2024.02	0.175	0.342	-	-	-	-
DLinear 2024.02	0.18	0.348	-	-	-	-
PatchTST 2024.02	0.183	0.355	-	-	-	-
Nonstationary 2024.02	0.184	0.349	-	-	-	-
FiLM 2024.02	0.187	0.359	-	-	-	-
FEDformer 2024.02	0.199	0.356	-	-	-	-
KOSS 2025.12	0.298	0.267	-	-	-	-
MICN 2024.02	0.32	0.476	-	-	-	-
KOSS 2025.12	0.331	0.304	-	-	-	-
Nonstationary 2024.02	0.334	0.504	-	-	-	-
Sundial-s 2025.02	0.341	0.381	-	-	-	-
Time-MOE-b 2025.02	0.345	0.373	-	-	-	-
FeDaL 2025.08	0.347	0.381	-	-	-	-
Time-MoEultra 2025.08	0.349	0.379	-	-	-	-
TimeMoe_L 2026.01	0.35	0.382	-	-	-	-
Time-MoElarge 2025.08	0.35	0.382	-	-	-	-
FEDformer 2024.02	0.356	0.486	-	-	-	-
TimeMoe_S 2026.01	0.357	0.382	-	-	-	-
TSMixer + xCPD 2026.03	0.357	0.388	-	-	-	-
Time-MoEbase 2025.08	0.357	0.381	-	-	-	-
GTM 2025.02	0.36	0.398	-	-	-	-
GTM 2025.02	0.36	0.398	-	-	-	-
TSMixer 2024.03	0.361	0.392	-	-	-	-
TSMixer 2026.03	0.361	0.392	-	-	-	-
DistilTS_L 2026.01	0.362	0.39	-	-	-	-
TTME 2025.02	0.363	-	-	-	-	-
TSMixer 2024.03	0.365	0.393	0.575	-	-	-
TimeMoe_L 2026.01	0.37	0.397	-	-	-	-
SEED 2025.12	0.37	0.392	-	-	-	-
PatchTST 2025.02	0.37	0.4	-	-	-	-
DLinear 2024.03	0.371	0.393	0.575	-	-	-
PatchTST 2024.03	0.371	0.396	0.575	-	-	-
TimeMoe_S 2026.01	0.371	0.394	-	-	-	-
TQNet 2025.12	0.371	0.393	-	-	-	-
Time-MOE-b 2025.02	0.372	0.396	-	-	-	-
DistilTS_T 2026.01	0.374	0.403	-	-	-	-
DLinear 2024.03	0.375	0.399	-	-	-	-
PatchTST 2024.03	0.375	0.398	-	-	-	-
DLinear 2025.02	0.375	0.399	-	-	-	-
GPT4TS 2025.02	0.376	0.397	-	-	-	-
FEDformer 2025.02	0.376	0.415	-	-	-	-
IPatch 2026.03	0.376	0.391	-	-	-	-
DUET 2025.12	0.377	0.393	-	-	-	-
TimesNet + xCPD 2026.03	0.378	0.398	-	-	-	-
Time-MOE-b 2025.02	0.379	0.406	-	-	-	-
TimesNet 2024.03	0.38	0.4	0.575	-	-	-
DistilTS_L 2026.01	0.38	0.401	-	-	-	-
FeDaL 2025.08	0.38	0.409	-	-	-	-
SOFTS 2025.12	0.381	0.399	-	-	-	-
Sundial-s 2025.02	0.381	0.408	-	-	-	-
DLinear + xCPD 2026.03	0.381	0.392	-	-	-	-
TimesNet 2024.03	0.384	0.402	-	-	-	-
TimesNet 2025.02	0.384	0.402	-	-	-	-
DLinear 2026.03	0.384	0.397	-	-	-	-
TimesNet 2026.03	0.384	0.402	-	-	-	-
Time-MoEbase 2025.08	0.384	0.404	-	-	-	-
TimeMoe_S 2026.01	0.385	0.405	-	-	-	-
Chronos_B 2026.01	0.385	0.38	-	-	-	-
iTransformer 2025.12	0.386	0.405	-	-	-	-
KOSS 2025.12	0.388	0.323	-	-	-	-
Time-MoElarge 2025.08	0.388	0.412	-	-	-	-
AutoTimes 2024.02	0.389	0.422	-	-	-	-
Time-MOE-b 2025.02	0.389	0.412	-	-	-	-
TSMixer + xCPD 2026.03	0.389	0.405	-	-	-	-
TimeMoe_L 2026.01	0.39	0.412	-	-	-	-
MOIRAI_S 2026.01	0.39	0.411	-	-	-	-
MSGNet 2025.12	0.39	0.411	-	-	-	-
Sundial-s 2025.02	0.39	0.418	-	-	-	-
UniTS-PMT 2025.02	0.39	0.411	-	-	-	-
FFTS 2025.08	0.391	0.412	-	-	-	-
DistilTS_T 2026.01	0.394	0.419	-	-	-	-
Chronos_S 2026.01	0.394	0.382	-	-	-	-
TTME 2025.02	0.394	-	-	-	-	-
Time-MoEl 2025.08	0.394	0.419	-	-	-	-
Time-MoElarge 2025.08	0.394	0.419	-	-	-	2.073
Time-MoEultra 2025.08	0.395	0.413	-	-	-	-
MOIRAI_B 2026.01	0.396	0.406	-	-	-	-
GTM 2025.02	0.397	0.422	-	-	-	-
GTM 2025.02	0.397	0.422	-	-	-	-
DistilTS_L 2026.01	0.398	0.412	-	-	-	-

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