Class Unlearning on Lacuna 10 (test)
1.48Test Error (Mean)CF-k
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CF-kBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.48 | 0.36 | — | — | 0 | 0 | — | — | 0 | 0 | |
| OriginalBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.56 | 0.33 | — | — | 0 | 0 | — | — | 0 | 0 | |
| RetrainBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.59 | 0.36 | — | — | 0 | 0 | — | — | 100 | 0 | |
| NegGrad+Backbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.63 | 0.17 | — | — | 0 | 0 | — | — | 6.56 | 1.13 | |
| RetrainBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 1.67 | 0.09 | 100 | 0 | 0 | 0 | 55.67 | 2.62 | — | — | |
| FinetuneBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 1.67 | 0.27 | 0 | 0 | 0 | 0 | 56.33 | 1.25 | — | — | |
| FinetuneBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.67 | 0.44 | — | — | 0 | 0 | — | — | 0 | 0 | |
| OriginalBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 1.7 | 0.21 | 0 | 0 | 0 | 0 | 58 | 1.63 | — | — | |
| EU-kBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.74 | 0.45 | — | — | 0 | 0 | — | — | 77.19 | 39.51 | |
| FisherBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 1.78 | 0.29 | — | — | 0 | 0 | — | — | 89 | 0 | |
| SCRUBBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 1.96 | 0.34 | 100 | 0 | 0 | 0 | 50.33 | 2.62 | — | — | |
| SCRUB+RBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 1.96 | 0.34 | 100 | 0 | 0 | 0 | 50.33 | 2.62 | — | — | |
| NegGrad+Backbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2 | 0 | 14.27 | 0.74 | 0 | 0 | 54.33 | 2.05 | — | — | |
| SCRUBBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 2 | 0.4 | — | — | 0 | 0 | — | — | 100 | 0 | |
| CF-kBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.07 | 0.14 | 0 | 0 | 0 | 0 | 52.33 | 2.05 | — | — | |
| EU-kBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.48 | 0.14 | 7.71 | 2.52 | 0 | 0 | 54.33 | 3.09 | — | — | |
| RetrainBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.52 | 0.19 | 100 | 0 | 0 | 0 | 55 | 2.94 | — | — | |
| Bad-TBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.56 | 0.09 | 38.65 | 36.8 | 0.37 | 0.18 | 63.33 | 2.49 | — | — | |
| Bad-TBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | 2.56 | 0.09 | — | — | 0.37 | 0.18 | — | — | 38.65 | 36.8 | |
| NegGrad+Backbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.74 | 0.26 | 9.48 | 0.64 | 0 | 0 | 53.67 | 4.03 | — | — | |
| OriginalBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.81 | 0.28 | 0 | 0 | 0 | 0 | 56 | 2.45 | — | — | |
| CF-kBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 2.81 | 0.28 | 0 | 0 | 0 | 0 | 56 | 2.45 | — | — | |
| FinetuneBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 3.04 | 0.19 | 0 | 0 | 0 | 0 | 54.67 | 1.25 | — | — | |
| SCRUBBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 3.26 | 0.38 | 99.9 | 0.15 | 0.07 | 0.05 | 54.33 | 2.49 | — | — | |
| SCRUB+RBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 3.26 | 0.38 | 99.9 | 0.15 | 0.07 | 0.05 | 54.33 | 2.49 | — | — | |
| Bad-TBackbone=ResNet, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 3.37 | 0.5 | 67.6 | 24.26 | 1.06 | 0.47 | 58 | 2.94 | — | — | |
| EU-kBackbone=All-CNN, Unlearning Type=Class Unlearning, Application=User Privacy (UP)2023.02 | 4.15 | 1.22 | 62.08 | 44.26 | 0.81 | 0.53 | 52.67 | 3.68 | — | — |