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Benchmarks
Time-series Forecasting on UberTLC
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0.161
CRPS
DeepAR
0.15
0.22425
0.2985
0.37275
Jul 21, 2023
CRPS
Updated 1mo ago
Evaluation Results
Method
Method
Links
CRPS
DeepAR
architecture=RNN-based
2023.07
0.161
TSDiff-Cond
variant=conditional
2023.07
0.172
TSDiff-Q
guidance=quantile guid...
2023.07
0.172
TSDiff-MS
guidance=mean square g...
2023.07
0.183
Transformer
architecture=self-atte...
2023.07
0.192
TFT
architecture=Temporal...
2023.07
0.193
CSDI
model=conditional diff...
2023.07
0.206
ARIMA
2023.07
0.284
DeepState
model=state space model
2023.07
0.288
Seasonal Naive
2023.07
0.299
Linear
2023.07
0.36
ETS
2023.07
0.422
MQ-CNN
architecture=CNN-based
2023.07
0.436
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