Second-order Shapley interaction value runtime calculation on Fashion-MNIST
1.764Runtime (s)GPUTreeSHAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GPUTreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 1.764 | — | |
| Q-TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 2.052 | 7.58 | |
| Q-TreeSHAPHardware=CPU, Setting=sparse, Number of explained rows=1002026.05 | 3.355 | — | |
| Q-TreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 3.975 | 0.44 | |
| Q-TreeSHAPHardware=GPU, Setting=sparse, Number of explained rows=1002026.05 | 4.514 | — | |
| Q-TreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 7.161 | 4.92 | |
| Q-TreeSHAPHardware=CPU, Setting=large, Number of explained rows=1002026.05 | 12.923 | — | |
| TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 15.549 | — | |
| GPUTreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 35.208 | — |