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Multivariate Time Series Forecasting on ETTh2

0.1641MSE

Li-Net

Updated 1d ago

Evaluation Results

Method
Li-Net 2026.03	0.1641	0.282
TimesFM2.5 2026.05	0.193	0.286
Li-Net 2026.03	0.1945	0.3092
FSA 2026.05	0.198	0.286
Li-Net 2026.03	0.2028	0.3233
PatchTST 2026.05	0.222	0.3
ITS-Mina 2026.04	0.223	-
PatchMixer 2026.04	0.225	-
DeepEDM 2025.06	0.225	0.288
TimesFM 2026.05	0.231	0.311
Chronos 2026.05	0.232	0.301
Li-Net 2026.03	0.2408	0.3553
TimesFM2.5 2026.05	0.251	0.322
FSA 2026.05	0.256	0.322
N-HITS 2024.02	0.274	0.345
PatchMixer 2026.04	0.274	-
PatchTST 2026.04	0.274	-
Pathformer 2024.02	0.276	0.334
ITS-Mina 2026.04	0.276	-
CI-TSMixer 2026.04	0.276	-
NLinear 2024.02	0.277	0.338
Pathformer 2024.02	0.283	0.334
PatchTST 2024.02	0.285	0.34
TimeMixer 2026.03	0.2888	0.3406
DLinear 2024.02	0.289	0.353
DLinear 2026.04	0.289	-
Pathformer 2024.02	0.295	0.335
PatchTST 2026.03	0.296	0.3523
iTransformer 2026.04	0.297	-
iTransformer 2026.03	0.2989	0.349
ITS-Mina 2026.04	0.301	-
PatchTST 2024.02	0.307	0.348
FSA 2026.05	0.312	0.355
TimeMixer 2025.06	0.316	0.384
PatchMixer 2026.04	0.317	-
PatchTST 2026.05	0.319	0.351
ReinPatch 2026.03	0.323	0.378
ReinPatch 2026.03	0.323	0.377
Pathformer 2024.02	0.324	0.377
ITS-Mina 2026.04	0.327	-
Pathformer 2024.02	0.329	0.372
CI-TSMixer 2026.04	0.33	-
TimesFM2.5 2026.05	0.33	0.372
Selective Patching 2026.03	0.331	0.384
PatchTST 2026.04	0.331	-
Pathformer 2024.02	0.332	0.374
FEDformer 2026.04	0.332	-
Autoformer 2026.04	0.332	-
FITS 2025.06	0.334	0.376
Static Patching 2026.03	0.337	0.385
Periodic Patching 2026.03	0.338	0.387
TimeSqueeze’s Compression 2026.03	0.338	0.388
Entropy Patching 2026.03	0.339	0.389
PatchTST 2026.04	0.339	-
H-Net’s Chunking 2026.03	0.34	0.39
CRAFT 2026.04	0.34	0.39
TimesNet 2026.04	0.34	-
DeepEDM 2025.06	0.341	0.381
Pathformer 2024.02	0.343	0.374
NLinear 2024.02	0.344	0.381
Chronos 2026.05	0.346	0.364
TimesFM 2026.05	0.347	0.376
MICN 2026.04	0.349	-
Ister 2024.12	0.349	0.387
PatchTST 2024.02	0.351	0.396
N-HITS 2024.02	0.353	0.401
SimpleTM 2026.05	0.353	0.391
PatchTST 2024.02	0.356	0.387
NLinear 2024.02	0.357	0.4
CI-TSMixer 2026.04	0.357	-
RAFT 2026.04	0.359	0.409
NPMixer 2026.05	0.361	0.393
PULSE 2026.05	0.361	0.391
TFT 2026.03	0.362	0.3784
TimeMixer 2026.04	0.364	0.395
TimeMixer 2026.05	0.364	0.395
CFPT 2026.05	0.364	0.393
FreqMoE 2026.05	0.364	0.395
Pathformer 2024.02	0.366	0.41
Pathformer 2024.02	0.366	0.381
TimeSAF 2026.04	0.367	0.394
Pathformer 2024.02	0.368	0.39
TimeXer 2024.12	0.368	0.396
TimeXer 2026.05	0.368	0.396
Dynamic TMoE 2026.05	0.368	0.398
TSLANet 2026.05	0.368	0.399
CALF 2026.04	0.371	0.394
PAMNet 2026.05	0.374	0.393
TimeExpert 2026.05	0.374	0.404
FilterTS 2026.05	0.375	0.398
PatchTST 2026.03	0.377	0.3993
UniTime 2026.04	0.377	0.402
Prime Attn. 2025.09	0.377	0.404
TimeMixer 2026.03	0.3771	0.3947
TQNet 2026.05	0.378	0.402
iTransformer 2026.03	0.3786	0.396
PatchTST 2026.04	0.379	-
iTransformer 2026.04	0.38	-
Amplifier 2026.05	0.381	0.405
S-Mamba 2024.12	0.381	0.405

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