Image Classification on Fashion MNIST (Macro and Worst-Class Accuracy)
85.94Macro AccuracyBounded Adaptive
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Bounded Adaptiveepsilon=13.370*, DP-HPO=true2025.06 | 85.94 | 67.2 | |
| Constant Clippingepsilon=13.370*, DP-HPO=true2025.06 | 85.39 | 61.9 | |
| AUTOepsilon=13.370*, DP-HPO=true2025.06 | 84.87 | 56.48 | |
| Bounded Adaptiveepsilon=11.608, DP-HPO=true2025.06 | 84.84 | 58.71 | |
| Bounded Adaptiveepsilon=9.825, DP-HPO=true2025.06 | 84.72 | 55.66 | |
| AUTOepsilon=11.608, DP-HPO=true2025.06 | 84.56 | 55.16 | |
| Unbounded Adaptiveepsilon=13.370*, DP-HPO=true2025.06 | 84.41 | 63.35 | |
| AUTOepsilon=9.825, DP-HPO=true2025.06 | 84.33 | 52.58 | |
| AUTOepsilon=7.998, DP-HPO=true2025.06 | 83.44 | 48.89 | |
| Unbounded Adaptiveepsilon=11.608, DP-HPO=true2025.06 | 83.13 | 52.75 | |
| AUTOepsilon=6.273, DP-HPO=true2025.06 | 83.11 | 47.2 | |
| Unbounded Adaptiveepsilon=9.825, DP-HPO=true2025.06 | 82.91 | 49.7 | |
| Unbounded Adaptiveepsilon=7.998, DP-HPO=true2025.06 | 82.41 | 47.99 | |
| Constant Clippingepsilon=11.608, DP-HPO=true2025.06 | 82.39 | 44.23 | |
| Bounded Adaptiveε=4.0, Backbone=ResNet-182025.06 | 82.27 | 42.14 | |
| Bounded Adaptiveepsilon=7.998, DP-HPO=true2025.06 | 81.68 | 45.67 | |
| Constant Clippingε=4.0, Backbone=ResNet-182025.06 | 81.56 | 36.08 | |
| Constant Clippingepsilon=9.825, DP-HPO=true2025.06 | 81.17 | 42.87 | |
| Fix-Bounded Adaptiveε=4.0, Backbone=ResNet-182025.06 | 81.04 | 41.17 | |
| Constant Clippingε=2.0, Backbone=ResNet-182025.06 | 80.66 | 38.82 | |
| Constant Clippingepsilon=7.998, DP-HPO=true2025.06 | 80.46 | 39.12 | |
| AUTOε=4.0, Backbone=ResNet-182025.06 | 80.12 | 27.44 | |
| Bounded Adaptiveε=2.0, Backbone=ResNet-182025.06 | 80.05 | 39.36 | |
| Unbounded Adaptiveε=4.0, Backbone=ResNet-182025.06 | 80.02 | 32.68 | |
| Unbounded Adaptiveε=2.0, Backbone=ResNet-182025.06 | 79.56 | 26.24 | |
| Constant Clippingepsilon=6.273, DP-HPO=true2025.06 | 79.47 | 37.08 | |
| Bounded Adaptiveepsilon=6.273, DP-HPO=true2025.06 | 79.25 | 42.13 | |
| Fix-Bounded Adaptiveε=2.0, Backbone=ResNet-182025.06 | 78.97 | 35.03 | |
| AUTOε=2.0, Backbone=ResNet-182025.06 | 77.81 | 28.36 | |
| Bounded Adaptiveε=1.0, Backbone=ResNet-182025.06 | 77.06 | 26.18 | |
| Unbounded Clippingepsilon=6.273, DP-HPO=true2025.06 | 76.81 | 45.14 | |
| Fix-Bounded Adaptiveε=1.0, Backbone=ResNet-182025.06 | 76.6 | 25.39 | |
| Constant Clippingε=1.0, Backbone=ResNet-182025.06 | 76.38 | 17.34 | |
| Unbounded Adaptiveε=1.0, Backbone=ResNet-182025.06 | 75.9 | 11.54 | |
| AUTOε=1.0, Backbone=ResNet-182025.06 | 74.74 | 8.02 |