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ResearchFormerly WizWand

calhousing

Benchmarks

TaskDatasetSOTA resultTrendResults

Second-order Shapley interaction value runtime calculation

CalHousing

0.001Runtime (s)

12

Binary Classification

calhousing

96.67AUC

10

First-order Shapley value calculation

CalHousing (sparse setting)

0.035Runtime (s)

6

First-order Shapley value calculation

CalHousing large setting

2.705Runtime (s)

6

First-order Shapley value calculation

CalHousing small setting

0.001Runtime (s)

6

Third-order Shapley interaction calculation

CalHousing sparse

1.362Runtime

2

Third-order Shapley interaction calculation

CalHousing small

0.014Runtime

2