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Time Series Forecasting on Exchange (MSE, MAE)

0.066MSE

TTM

Updated 8d ago

Evaluation Results

Method
TTM 2026.05	0.066	0.173
Moirai 2026.05	0.066	0.172
RIDDE 2026.05	0.067	0.17
Chronos-bolt 2026.05	0.067	0.178
TimesFM 2026.05	0.07	0.18
FilterNet 2025.08	0.083	0.202
Chronos 2026.05	0.083	0.188
Fredformer 2025.08	0.084	0.207
FilterLeddam 2025.08	0.084	0.203
FilterFormer 2025.08	0.085	0.201
DLinear 2025.08	0.085	0.21
Time-MoE 2026.05	0.085	0.206
iTransformer 2025.08	0.086	0.206
Leddam 2025.08	0.086	0.207
TimeSiam + CM 2024.10	0.088	0.207
TimeSiam + CM 2024.10	0.088	0.209
PatchTST 2025.08	0.088	0.205
iFilterFormer 2025.08	0.088	0.209
TimeSiam + CM 2024.10	0.089	0.207
TimeSiam 2024.10	0.092	0.215
MOMENT 2026.05	0.098	0.206
FilterNet 2025.08	0.174	0.296
Leddam 2025.08	0.175	0.301
FilterLeddam 2025.08	0.175	0.295
PatchTST 2025.08	0.176	0.299
iTransformer 2025.08	0.177	0.296
DLinear 2025.08	0.178	0.299
Fredformer 2025.08	0.178	0.392
iFilterFormer 2025.08	0.18	0.302
TimeSiam 2024.10	0.182	0.306
TimeSiam + CM 2024.10	0.182	0.304
TimeSiam + CM 2024.10	0.182	0.303
TimeSiam + CM 2024.10	0.182	0.305
FilterFormer 2025.08	0.186	0.303
DAG 2025.09	0.212	0.353
TimeXer 2025.09	0.25	0.38
DUET 2025.09	0.27	0.455
DAG 2025.09	0.284	0.413
TiDE 2025.09	0.293	0.398
DLinear 2025.08	0.298	0.409
xPatch 2025.09	0.298	0.463
PatchTST 2025.08	0.301	0.397
FilterLeddam 2025.08	0.306	0.4
iFilterFormer 2025.08	0.314	0.407
Fredformer 2025.08	0.319	0.408
Leddam 2025.08	0.325	0.415
FilterNet 2025.08	0.326	0.413
TimeSiam + CM 2024.10	0.329	0.417
FilterFormer 2025.08	0.329	0.416
iTransformer 2025.08	0.331	0.417
TimeSiam + CM 2024.10	0.332	0.417
TimeSiam + CM 2024.10	0.336	0.422
Time-Prompt 2025.06	0.337	0.395
TimeSiam 2024.10	0.341	0.426
TimeSiam + CM 2024.10	0.346	0.398
TimeSiam + CM 2024.10	0.349	0.399
TimeSiam + CM 2024.10	0.35	0.401
FRWKV+ 2026.05	0.352	0.397
TimeSiam 2024.10	0.356	0.407
Time-LLM 2025.06	0.368	0.407
DLinear 2025.06	0.368	0.431
PatchTST 2025.06	0.373	0.411
DUET 2025.09	0.396	0.45
iTransformer 2025.06	0.411	0.442
TimeCMA 2025.06	0.423	0.448
TimesNet 2025.06	0.439	0.459
TimeMixer 2026.05	0.44	0.446
DPRNet 2026.05	0.44	0.446
WPMixer 2026.05	0.445	0.449
iTransformer 2026.05	0.446	0.452
TimeFilter 2026.05	0.446	0.452
PatchTST 2026.05	0.453	0.454
Autoformer 2025.06	0.471	0.483
TimesNet 2026.05	0.494	0.488
Mamba 2025.06	0.677	0.554
iFilterFormer 2025.08	0.726	0.639
Fredformer 2025.08	0.749	0.651
TimeSiam + CM 2024.10	0.783	0.666
TimeSiam + CM 2024.10	0.788	0.668
TimeSiam + CM 2024.10	0.792	0.67
FilterLeddam 2025.08	0.801	0.667
TimeSiam 2024.10	0.806	0.679
RWKV-TSLA 2026.05	0.811	0.671
Leddam 2025.08	0.831	0.636
FilterFormer 2025.08	0.835	0.681
T3TimeLM 2026.05	0.836	0.696
FilterNet 2025.08	0.84	0.67
FRWKV+ 2026.05	0.84	0.69
iTransformer 2025.08	0.847	0.691
TimeLLMLM 2026.05	0.853	0.703
S-D-MambaLA 2026.05	0.858	0.699
DLinear 2025.08	0.861	0.671
Crossformer 2026.05	0.894	0.646
Chronos-2LM 2026.05	0.895	0.715
PatchTST 2025.08	0.901	0.714
TimeCMALM 2026.05	0.932	0.735
Crossformer 2025.06	2.043	1.136
Informer 2026.05	2.782	1.235