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Time Series Forecasting on PEMS08

0.079MSE

iTransformer

Updated 4d ago

Evaluation Results

Method
iTransformer 2024.09	0.079	0.182
HINTS TimeMixer 2025.12	0.081	0.194
CycleNet/MLP 2024.09	0.082	0.185
SCINet 2024.09	0.087	0.184
CycleNet/Linear 2024.09	0.091	0.201
TimeMixer 2025.12	0.099	0.211
HINTS DLinear 2025.12	0.111	0.221
HINTS PatchTST 2025.12	0.111	0.224
iTransformer 2024.09	0.115	0.219
CycleNet/MLP 2024.09	0.117	0.226
HINTS TimeMixer 2025.12	0.118	0.232
SCINet 2024.09	0.122	0.221
RLinear 2024.09	0.133	0.247
Twins 2025.12	0.133	0.222
CycleNet/Linear 2024.09	0.14	0.251
HINTS PatchTST 2025.12	0.141	0.245
TimeMixer 2025.12	0.148	0.268
Mixer++ 2025.12	0.151	0.234
DLinear 2024.09	0.154	0.276
DLinear 2025.12	0.154	0.276
TimesNet + DPAD 2026.01	0.16	0.235
TimeBridge + DPAD 2026.01	0.164	0.251
Crossformer 2024.09	0.165	0.214
PatchTST 2024.09	0.168	0.232
TimeBridge 2026.01	0.168	0.255
PatchTST 2025.12	0.168	0.232
CycleNet/MLP 2024.09	0.169	0.268
iTransformer + DPAD 2026.01	0.173	0.254
HINTS TimeMixer 2025.12	0.175	0.289
TimeXer + DPAD 2026.01	0.179	0.262
IdealTSF 2025.12	0.182	0.25
iTransformer 2024.09	0.186	0.235
SCINet 2024.09	0.189	0.27
DLinear 2025.12	0.192	0.271
HINTS DLinear 2025.12	0.194	0.299
TimesNet 2026.01	0.198	0.236
iTransformer 2026.01	0.199	0.278
CycleNet/Linear 2024.09	0.2	0.291
TimeXer 2026.01	0.205	0.248
Crossformer 2024.09	0.215	0.26
iTransformer 2024.09	0.221	0.267
PatchTST 2024.09	0.224	0.281
PatchTST 2025.12	0.224	0.281
CycleNet/MLP 2024.09	0.233	0.306
SCINet 2024.09	0.236	0.3
TimeMixer 2025.12	0.237	0.387
HINTS TimeMixer 2025.12	0.243	0.336
DLinear 2024.09	0.248	0.353
DLinear 2025.12	0.248	0.353
RLinear 2024.09	0.249	0.343
HINTS PatchTST 2025.12	0.249	0.325
iTrans 2025.12	0.268	0.306
CycleNet/Linear 2024.09	0.272	0.328
DLinear + DPAD 2026.01	0.272	0.323
SAM 2025.12	0.28	0.321
Crossformer 2024.09	0.315	0.355
PatchTST 2024.09	0.321	0.354
PatchTST 2025.12	0.321	0.354
Crossformer 2024.09	0.377	0.397
HINTS DLinear 2025.12	0.384	0.43
TimeMixer 2025.12	0.385	0.402
HINTS PatchTST 2025.12	0.388	0.409
DLinear 2026.01	0.403	0.444
PatchTST 2024.09	0.408	0.417
PatchTST 2025.12	0.408	0.417
DLinear 2024.09	0.44	0.47
DLinear 2025.12	0.44	0.47
PatchTST 2025.12	0.44	0.363
Sundial + MEMTS 2026.02	0.464	0.425
Sundial 2026.02	0.486	0.43
RLinear 2024.09	0.569	0.544
HINTS DLinear 2025.12	0.64	0.541
DLinear 2024.09	0.674	0.565
DLinear 2025.12	0.674	0.565
Chronos-Bolt-Small + MEMTS 2026.02	0.764	0.675
Bolt-S + DAPT 2026.02	0.821	0.708
Bolt-S + MEMTS 2026.02	0.827	0.715
Moirai + DAPT 2026.02	0.829	0.739
Moirai + MEMTS 2026.02	0.837	0.735
Chronos-Bolt-Base + MEMTS 2026.02	0.928	0.743
Moirai + MEMTS 2026.02	0.994	0.739
RLinear 2024.09	1.166	0.814
Bolt-B + MEMTS 2026.02	1.191	0.867
Bolt-B + DAPT 2026.02	1.194	0.859
Chronos-Bolt-Small 2026.02	1.21	0.815
Chronos-Bolt-Base 2026.02	1.283	0.849
Sundial + DAPT 2026.02	1.303	0.884
Sundial + MEMTS 2026.02	1.314	0.879
Moment + MEMTS 2026.02	1.317	0.972
Moment 2026.02	1.344	0.98
Sundial + RAG 2026.02	1.376	0.901
Moirai 2026.02	1.386	0.859
Sundial 2026.02	1.403	0.91
Moirai + RAG 2026.02	1.852	1.086
Moirai 2026.02	1.881	1.094
Moment + MEMTS 2026.02	1.989	1.218
Moment + DAPT 2026.02	2.012	1.214
Moment + RAG 2026.02	2.043	1.233
Moment 2026.02	2.075	1.243
Bolt-B + RAG 2026.02	2.147	1.175

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