Share your thoughts, 1 month free Claude Pro on usSee more

Multivariate Forecasting on ETTh2

0.177MSE

PatchTST

Updated 21d ago

Evaluation Results

Method
PatchTST 2026.01	0.177	0.259
ACFormer 2026.01	0.181	0.262
ModernTCN 2026.01	0.181	0.265
Amplifier 2026.01	0.182	0.263
DLinear 2026.01	0.183	0.263
TimeMixer++ 2026.01	0.184	0.263
TimePro 2026.01	0.188	0.265
iTransformer 2026.01	0.19	0.269
LeapTS 2026.05	0.197	0.275
AMD 2026.05	0.197	0.28
TimesNet 2026.01	0.2	0.279
TimeMixer 2026.05	0.201	0.283
Amplifier 2026.05	0.206	0.286
PatchTST 2026.05	0.209	0.291
iTransformer 2026.05	0.213	0.294
interPDN 2025.11	0.223	0.297
TimesNet 2026.05	0.224	0.305
DLinear 2026.05	0.227	0.317
Autoformer 2025.12	0.25	0.259
TimesNet 2025.12	0.252	0.252
SSCNN 2024.01	0.255	0.315
Autoformer 2025.12	0.256	0.252
SCNN 2024.01	0.257	0.315
TimeMixer 2024.01	0.264	0.324
PatchTST 2024.01	0.264	0.322
AltTS 2026.02	0.273	0.34
TARFVAE 2025.11	0.273	0.329
iTransformer 2024.01	0.274	0.331
RLinear 2026.02	0.275	0.341
OLinear 2026.02	0.277	0.337
PatchTST 2026.02	0.279	0.341
AWGformer 2026.01	0.279	0.337
HPMixer 2026.02	0.28	0.333
SimpleTM 2026.02	0.281	0.338
DLinear 2024.01	0.282	0.338
DLinear 2026.02	0.282	0.348
GG-SSM 2024.12	0.2823	0.3472
Pathformer 2024.02	0.283	0.334
CycleNet/Linear 2024.09	0.285	0.335
PatchTST 2024.02	0.285	0.34
TimeXer 2026.02	0.286	0.338
Db2-TransF 2025.12	0.287	0.343
RLinear 2025.12	0.288	0.338
Crossformer 2024.01	0.289	0.338
Minusformer 2024.02	0.291	0.342
TimeMixer 2026.02	0.292	0.343
interPDN 2025.11	0.293	0.35
Pathformer 2024.02	0.295	0.335
iTransformer 2024.09	0.297	0.349
SOFTS 2024.04	0.297	0.347
iTransformer 2026.02	0.297	0.356
iTransformer 2026.01	0.297	0.349
iTransformer 2025.12	0.297	0.349
iTransformer 2026.02	0.297	0.349
GPHT 2024.02	0.298	0.343
GPHT 2024.02	0.298	0.343
CycleNet/MLP 2024.09	0.298	0.344
CycleNet/MLP 2026.02	0.298	0.344
xPatch 2025.11	0.301	0.354
PatchTST 2026.01	0.302	0.348
PatchTST 2025.12	0.302	0.348
PatchTST 2026.02	0.302	0.348
TimesNet 2024.01	0.304	0.356
PatchTST 2024.02	0.307	0.348
Periodformer 2024.02	0.313	0.356
RLinear 2026.02	0.324	0.385
PatchTST 2026.02	0.328	0.383
AltTS 2026.02	0.33	0.381
FEDformer 2024.02	0.33	0.373
SimMTM 2024.02	0.332	0.373
Pathformer 2024.02	0.332	0.374
AltTS 2026.02	0.333	0.392
DLinear 2026.01	0.333	0.387
DLinear 2025.12	0.333	0.387
RLinear 2026.02	0.336	0.371
DLinear 2026.02	0.337	0.384
DLinear 2026.02	0.339	0.384
TimesNet 2024.09	0.34	0.374
TimesNet 2026.01	0.34	0.374
TimesNet 2025.12	0.34	0.374
PatchTST 2026.02	0.341	0.383
SEMPO 2025.05	0.341	0.391
DLinear 2026.02	0.342	0.387
Pathformer 2024.02	0.343	0.374
Autoformer 2024.02	0.344	0.383
FEDformer 2024.02	0.346	0.394
Autoformer 2024.02	0.346	0.397
Autoformer 2026.01	0.346	0.388
Autoformer 2025.12	0.346	0.388
HGTS-Former 2025.08	0.347	0.386
MoHETS 2026.01	0.348	0.382
OLinear 2026.02	0.351	0.383
PatchTST 2024.02	0.351	0.396
Timer-XL 2025.08	0.352	0.402
GG-SSM 2024.12	0.3529	0.4013
SimpleTM 2026.02	0.353	0.391
SimpleTM 2026.02	0.355	0.387
PatchTST 2024.02	0.356	0.387
FEDformer 2024.09	0.358	0.397
FEDformer 2026.01	0.358	0.397

Showing 100 of 359 rows