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Chicago dataset and benchmarks · SOTA2 Research

Research Datasets

Chicago

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Risk Prediction

Chicago (test)

1.117MAE

11

Taxi Drop Prediction

Chicago (test)

2.003MAE

11

Taxi Pick Prediction

Chicago (test)

2.3MAE

11

Node-level Regression Uncertainty Quantification

Chicago

100PICP

10

Traffic Forecasting

CHICAGO unseen city (test)

0.131MAE

9

Uncertainty Quantification

Chicago

6MPE

9

Next Location Prediction

Chicago

33.4HR@1

8

Traffic dynamics regression

Chicago

0.045RMSE

7

Chicago

0.863Service Score

7

Marginal Prediction Length

Chicago (CHI)

1.67Marginal Prediction Length

6

Chicago (CHI)

1.67WSC Prediction Length

6

LVEF estimation

Chicago (cross-site generalization)

5.44MAE

5

RVSP estimation

Chicago

4.91MAE

5

Spatial Ranking

Chicago (test)

47.7Training Time (s/epoch)

4

Urban Delivery Optimization

Chicago 9,234 deliveries

9,080Total Completed Deliveries

3

Urban Delivery Optimization

Chicago

9,234Completed Deliveries Count

3

Risk Forecasting

Chicago

1.119MAE

2

Taxi Drop Forecasting

Chicago

2.013MAE

2

Taxi Pick Forecasting

Chicago

2.355MAE

2

Popular tasks

Urban Delivery Optimization Regression Uncertainty Quantification Traffic Forecasting Spatial Ranking

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