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Time Series Forecasting on ETTh1

0.0522MSE

Mean+SAITS

Updated 2d ago

Evaluation Results

Method
Mean+SAITS 2024.10	0.0522	-	-	-	-	-
Mean+BRITS 2024.10	0.0522	-	-	-	-	-
Mean+GPVAE 2024.10	0.0522	-	-	-	-	-
Mean+USGAN 2024.10	0.0522	-	-	-	-	-
Mean+ImputeFormer 2024.10	0.0522	-	-	-	-	-
Mean 2024.10	0.0523	-	-	-	-	-
Mean+MRNN 2024.10	0.0523	-	-	-	-	-
Mean+SPIN 2024.10	0.0523	-	-	-	-	-
SATIS+INF 2024.10	0.1026	-	-	-	-	-
SAITS 2024.10	0.1027	-	-	-	-	-
ForecastPFN 2023.11	0.127	-	-	-	-	-
ForecastPFN 2023.11	0.127	-	-	-	-	-
FEDformer 2023.11	0.133	-	-	-	-	-
Transformer 2023.11	0.139	-	-	-	-	-
TimesFM-2.5-200M 2026.01	0.1435	-	-	-	0.1334	0.1354
TimesFM-2.5-200M 2026.01	0.1435	-	-	-	0.1401	0.1411
Autoformer 2023.11	0.144	-	-	-	-	-
Informer 2023.11	0.144	-	-	-	-	-
Moirai-1.1-R-Base 2026.01	0.1458	-	-	-	0.1383	0.1407
ImputeFormer+INF 2024.10	0.1461	-	-	-	-	-
Moirai-1.1-R-Base 2026.01	0.1478	-	-	-	0.1413	0.1417
USGAN+INF 2024.10	0.1486	-	-	-	-	-
GPVAE+INF 2024.10	0.1543	-	-	-	-	-
USGAN 2024.10	0.1549	-	-	-	-	-
ImputeFormer 2024.10	0.1558	-	-	-	-	-
Mean 2023.11	0.158	-	-	-	-	-
Mean 2023.11	0.158	-	-	-	-	-
GPVAE 2024.10	0.1591	-	-	-	-	-
BRITS+INF 2024.10	0.1637	-	-	-	-	-
BRITS 2024.10	0.1692	-	-	-	-	-
Last 2023.11	0.176	-	-	-	-	-
Last 2023.11	0.176	-	-	-	-	-
Meta-N-BEATS 2023.11	0.177	-	-	-	-	-
Meta-N-BEATS 2023.11	0.177	-	-	-	-	-
Chronos-T5-Base 2026.01	0.1805	-	-	-	0.1394	0.1424
Chronos-T5-Base 2026.01	0.1843	-	-	-	0.1416	0.1445
MRNN+INF 2024.10	0.1905	-	-	-	-	-
Arima 2023.11	0.2	-	-	-	-	-
SPIN 2024.10	0.2	-	-	-	-	-
SeasonalNaive 2023.11	0.203	-	-	-	-	-
SeasonalNaive 2023.11	0.203	-	-	-	-	-
SPIN+INF 2024.10	0.2106	-	-	-	-	-
MRNN 2024.10	0.2184	-	-	-	-	-
TimeMoE-200M 2026.01	0.2401	-	-	-	0.2353	0.2396
TimeMoE-200M 2026.01	0.2448	-	-	-	0.239	0.2435
FreqLens 2026.02	0.2724	0.4189	-	0.5219	-	-
D³VAE 2023.01	0.292	-	0.424	-	-	-
LTSM-Bundle 2024.06	0.307	0.377	-	-	-	-
LTSM-Bundle 2024.06	0.307	0.377	-	-	-	-
LTSM-Bundle 2024.06	0.307	0.377	-	-	-	-
FreqLens 2026.02	0.3269	0.4664	-	0.5718	-	-
LTSM-Bundle 2024.06	0.329	0.391	-	-	-	-
LTSM-Bundle 2024.06	0.329	0.391	-	-	-	-
D³VAE 2023.01	0.334	-	0.461	-	-	-
LTSM-Bundle 2024.06	0.338	0.403	-	-	-	-
LTSM-Bundle 2024.06	0.338	0.403	-	-	-	-
LTSM-Bundle 2024.06	0.338	0.403	-	-	-	-
Full 2024.06	0.339	0.389	-	-	-	-
Arima 2023.11	0.341	-	-	-	-	-
LTSM-Bundle 2024.06	0.346	0.405	-	-	-	-
LTSM-Bundle 2024.06	0.346	0.405	-	-	-	-
D³VAE 2023.01	0.349	-	0.473	-	-	-
PatchFormer 2026.01	0.352	-	-	-	-	-
TIME-LLM 2024.06	0.362	0.392	-	-	-	-
RLinear 2023.05	0.366	0.391	-	-	-	-
GTR 2026.02	0.367	0.391	-	-	-	-
DiPE-Linear 2024.11	0.369	0.393	-	-	-	-
DiPE-Linear 2024.11	0.369	0.393	-	-	-	-
PatchTST 2024.11	0.37	0.399	-	-	-	-
PatchTST 2024.06	0.37	0.399	-	-	-	-
LTSM-Bundle 2024.06	0.37	0.441	-	-	-	-
LTSM-Bundle 2024.06	0.37	0.441	-	-	-	-
LLM4TS 2024.06	0.371	0.394	-	-	-	-
TEST 2024.06	0.372	0.4	-	-	-	-
D³VAE 2023.01	0.374	-	0.488	-	-	-
DLinear 2023.05	0.375	0.399	-	-	-	-
PaiFilter 2024.11	0.375	0.394	-	-	-	-
TimeMixer 2026.02	0.375	0.4	-	-	-	-
CycleNet 2026.02	0.375	0.395	-	-	-	-
DLinear 2024.06	0.375	0.399	-	-	-	-
FEDformer 2024.03	0.376	0.419	-	-	-	-
RLinear 2024.11	0.376	0.401	-	-	-	-
FEDformer 2024.11	0.376	0.415	-	-	-	-
GPT4TS 2024.06	0.376	0.397	-	-	-	-
FEDformer 2024.06	0.376	0.419	-	-	-	-
DMamba 2026.02	0.377	0.39	-	-	-	-
FEDformer 2026.02	0.378	0.4187	-	0.6148	-	-
FITS 2024.11	0.38	0.403	-	-	-	-
PatchTST 2023.05	0.381	0.405	-	-	-	-
TexFilter 2024.11	0.382	0.402	-	-	-	-
TimeXer 2026.02	0.382	0.403	-	-	-	-
TimesNet 2024.03	0.384	0.402	-	-	-	-
Nlinear 2024.11	0.384	0.405	-	-	-	-
TimesNet 2024.11	0.384	0.402	-	-	-	-
TimesNet 2024.06	0.384	0.402	-	-	-	-
PatchTST 2026.01	0.385	-	-	-	-	-
S-Mamba 2024.03	0.386	0.405	-	-	-	-
iTransformer 2024.03	0.386	0.405	-	-	-	-
RLinear 2024.03	0.386	0.395	-	-	-	-
DLinear 2024.03	0.386	0.4	-	-	-	-

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