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Time Series Forecasting on Solar (MSE, MAE)

0.184MSE

SimpleTM

Updated 12d ago

Evaluation Results

Method
SimpleTM 2026.01	0.184	0.247
TimeMixer 2026.05	0.189	0.259
CycleNet 2026.05	0.189	0.247
PULSE 2026.05	0.191	0.235
CycleNet 2026.05	0.194	0.255
PULSE 2026.05	0.194	0.234
CFPT 2026.05	0.197	0.252
TQNet 2026.01	0.198	0.256
STAIR 2026.05	0.198	0.254
PULSE 2026.05	0.199	0.236
iTransformer 2026.05	0.203	0.237
CFPT 2026.05	0.207	0.256
vLinear 2026.01	0.209	0.226
CycleNet 2026.05	0.211	0.267
CFPT 2026.05	0.212	0.26
STAIR 2026.05	0.214	0.268
TimeXer + DPAD 2026.01	0.22	0.262
STAIR 2026.05	0.221	0.272
TimeMixer 2026.05	0.222	0.283
TimeMixer 2026.05	0.223	0.285
TimeXer 2026.01	0.226	0.269
TimeBridge 2026.05	0.227	0.236
CrossLinear 2026.05	0.228	0.26
STAIR 2026.05	0.229	0.283
L-Drive 2026.05	0.23	0.262
TimeBridge + DPAD 2026.01	0.231	0.241
TimeMixer 2026.05	0.231	0.292
TimePro 2026.01	0.232	0.266
iTransformer + DPAD 2026.01	0.233	0.256
iTransformer 2026.05	0.233	0.261
iTransformer 2026.05	0.233	0.262
PatchTST 2026.05	0.234	0.286
TimeBridge 2026.01	0.236	0.27
TimeXer 2026.05	0.236	0.275
iTransformer 2026.01	0.237	0.264
UEC-STD 2026.05	0.2401	0.278
TimeMixer 2026.05	0.2403	0.2799
NsDiff 2025.05	0.242	0.307
TimesNet + DPAD 2026.01	0.244	0.276
iTransformer 2026.05	0.248	0.273
FilterTS 2026.05	0.248	0.283
iTransformer 2026.05	0.249	0.275
TMDM 2025.05	0.25	0.316
TimesNet 2026.05	0.25	0.292
DLinear + DPAD 2026.01	0.264	0.308
TimesNet 2026.01	0.267	0.286
PatchTST 2026.05	0.267	0.31
PatchTST 2026.05	0.27	0.307
PatchMLP 2026.05	0.277	0.293
PatchTST 2026.05	0.289	0.317
PatchTST 2026.05	0.29	0.315
DLinear 2026.05	0.29	0.378
TimesNet 2026.05	0.296	0.318
TimesNet 2026.05	0.301	0.319
Crossformer 2026.05	0.31	0.331
TiDE 2026.05	0.312	0.399
TimesNet 2026.05	0.319	0.33
DLinear 2026.05	0.32	0.398
UEC-STD 2026.05	0.3228	0.3532
DLinear 2026.01	0.33	0.401
DLinear 2026.05	0.33	0.401
TimesNet 2026.05	0.338	0.337
TiDE 2026.05	0.339	0.416
TimesNet 2026.05	0.3409	0.3441
DLinear 2026.05	0.353	0.415
DLinear 2026.05	0.356	0.413
TiDE 2026.05	0.368	0.43
TiDE 2026.05	0.37	0.425
TimeBase 2026.01	0.404	0.388
Bolt-S + DAPT 2026.02	0.467	0.47
Bolt-S + MEMTS 2026.02	0.472	0.462
TimeGrad 2025.05	0.475	0.446
Sundial + MEMTS 2026.02	0.48	0.389
Sundial 2026.02	0.502	0.389
Moirai + DAPT 2026.02	0.544	0.557
Moirai + MEMTS 2026.02	0.553	0.558
Chronos-Bolt-Small + MEMTS 2026.02	0.681	0.551
Bolt-B + MEMTS 2026.02	0.715	0.547
Bolt-B + DAPT 2026.02	0.717	0.556
Chronos-Bolt-Base + MEMTS 2026.02	0.73	0.581
Crossformer 2026.05	0.734	0.725
DiffusionTS 2025.05	0.749	0.74
Crossformer 2026.05	0.75	0.735
CSDI 2025.05	0.763	0.675
Crossformer 2026.05	0.769	0.765
Sundial + RAG 2026.02	0.771	0.552
TimeDiff 2025.05	0.821	0.713
Sundial + MEMTS 2026.02	0.838	0.574
Sundial + DAPT 2026.02	0.842	0.566
Moirai + MEMTS 2026.02	0.88	0.691
Moment + MEMTS 2026.02	0.887	0.742
Moment 2026.02	0.898	0.743
Sundial 2026.02	0.907	0.594
Moment + RAG 2026.02	0.915	0.734
Chronos-Bolt-Base 2026.02	0.991	0.552
Chronos-Bolt-Small 2026.02	0.995	0.57
Moment + DAPT 2026.02	1.026	0.767
Moment + MEMTS 2026.02	1.044	0.771
Moment 2026.02	1.071	0.782
Bolt-S + RAG 2026.02	1.091	0.641

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