Class-unlearning on CIFAR-100 (test)
80.71Acc (Dr)B1
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B1Num_f=12026.04 | 80.71 | — | — | — | — | — | — | — | — | — | — | — | — | 0 | |
| JellyfishNum_f=12026.04 | 78.45 | — | — | — | — | — | — | — | — | — | — | — | — | 1 | |
| B6Num_f=12026.04 | 78.24 | — | — | — | — | — | — | — | — | — | — | — | — | 1 | |
| B1Num_f=202026.04 | 78.13 | — | — | — | — | — | — | — | — | — | — | — | — | 0 | |
| B7Num_f=12026.04 | 65.24 | — | — | — | — | — | — | — | — | — | — | — | — | 0.7 | |
| originNum_f=12026.04 | 64.43 | — | — | — | — | — | — | — | — | — | — | — | — | 84 | |
| originNum_f=202026.04 | 64.43 | — | — | — | — | — | — | — | — | — | — | — | — | 63.6 | |
| B8Num_f=12026.04 | 64.36 | — | — | — | — | — | — | — | — | — | — | — | — | 0.96 | |
| B2Num_f=12026.04 | 63.7 | — | — | — | — | — | — | — | — | — | — | — | — | 1 | |
| B9Num_f=12026.04 | 62.91 | — | — | — | — | — | — | — | — | — | — | — | — | 1 | |
| B5Num_f=12026.04 | 62.07 | — | — | — | — | — | — | — | — | — | — | — | — | 16 | |
| JellyfishNum_f=202026.04 | 58.79 | — | — | — | — | — | — | — | — | — | — | — | — | 1.25 | |
| B6Num_f=202026.04 | 58.75 | — | — | — | — | — | — | — | — | — | — | — | — | 2.9 | |
| B5Num_f=202026.04 | 55.01 | — | — | — | — | — | — | — | — | — | — | — | — | 19.15 | |
| B3Num_f=12026.04 | 53.58 | — | — | — | — | — | — | — | — | — | — | — | — | 5.5 | |
| B7Num_f=202026.04 | 51.96 | — | — | — | — | — | — | — | — | — | — | — | — | 1.02 | |
| B4Num_f=12026.04 | 50.72 | — | — | — | — | — | — | — | — | — | — | — | — | 6 | |
| B9Num_f=202026.04 | 50.59 | — | — | — | — | — | — | — | — | — | — | — | — | 0.61 | |
| B8Num_f=202026.04 | 50.46 | — | — | — | — | — | — | — | — | — | — | — | — | 2.11 | |
| B2Num_f=202026.04 | 47.35 | — | — | — | — | — | — | — | — | — | — | — | — | 0 | |
| B3Num_f=202026.04 | 47.22 | — | — | — | — | — | — | — | — | — | — | — | — | 2.7 | |
| B4Num_f=202026.04 | 37.67 | — | — | — | — | — | — | — | — | — | — | — | — | 8.6 | |
| ADV2026.03 | — | — | — | — | — | — | — | — | — | 42.53 | — | — | — | — | |
| B. ShrinkingSetting=Zero-Shot Setting, Access to Dr=false2026.01 | — | — | — | — | — | — | — | — | — | — | 52.5 | 20.7 | 3.69 | — | |
| Bad TeacherSetting=Standard Setting, Access to Dr and Df=true2026.01 | — | — | — | — | — | — | — | — | — | — | 67.2 | 10.7 | 1.69 | — | |
| Bad-TBackbone=VGG16+BN, Unlearning Epochs=12023.02 | — | 44.14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Bad-TBackbone=VGG16+BN, Unlearning Epochs=102023.02 | — | 43.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BEFORE2026.03 | — | — | — | — | — | — | — | — | — | 77.1 | — | — | — | — | |
| BSDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 9.93 | 61.16 | 7.23 | 50.53 | 72.85 | 65.42 | 54.3 | — | — | — | — | — | |
| CVFUm (number of unlearning classes)=20, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 58.28 | — | — | — | — | |
| CVFUm (number of unlearning classes)=50, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 54.25 | — | — | — | — | |
| EMMNSetting=Zero-Shot Setting, Access to Dr=false2026.01 | — | — | — | — | — | — | — | — | — | — | 1.2 | 0 | 18.78 | — | |
| ESCDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0.8 | 89.46 | 0.5 | 74.21 | 94.08 | 85.01 | 58.37 | — | — | — | — | — | |
| ESC-TDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0 | 91.2 | 0.09 | 76.73 | 95.4 | 86.8 | 58.93 | — | — | — | — | — | |
| FedORAm (number of unlearning classes)=20, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 63.17 | — | — | — | — | |
| FedORAm (number of unlearning classes)=50, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 59.53 | — | — | — | — | |
| Fine-tuningSetting=Reference Baselines2026.01 | — | — | — | — | — | — | — | — | — | — | 69 | 5.9 | 1.59 | — | |
| FinetuneDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | — | — | 0 | 89.98 | 0 | 74.18 | 94.72 | 85.18 | 69.12 | — | — | — | — | — | |
| FisherDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0 | 67.46 | 0 | 54.59 | 80.57 | 70.63 | 55.28 | — | — | — | — | — | |
| FISHER2026.03 | — | — | — | — | — | — | — | — | — | 1.92 | — | — | — | — | |
| GAm (number of unlearning classes)=20, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 58.62 | — | — | — | — | |
| GAm (number of unlearning classes)=50, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 50.6 | — | — | — | — | |
| GKTSetting=Zero-Shot Setting, Access to Dr=false2026.01 | — | — | — | — | — | — | — | — | — | — | 51.2 | 43.6 | 1.21 | — | |
| ICOm (number of unlearning classes)=20, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 60.56 | — | — | — | — | |
| ICOm (number of unlearning classes)=50, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 57.96 | — | — | — | — | |
| l1-sparseDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0 | 57.34 | 0 | 50.59 | 72.89 | 67.79 | 56.42 | — | — | — | — | — | |
| L2UL2026.03 | — | — | — | — | — | — | — | — | — | 43.38 | — | — | — | — | |
| LAUDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | — | — | 0 | 44.14 | 0 | 36.84 | 61.25 | 53.84 | 60.53 | — | — | — | — | — | |
| NEGGRAD2026.03 | — | — | — | — | — | — | — | — | — | 20.82 | — | — | — | — | |
| NegGrad+Backbone=VGG16+BN2023.02 | — | 43.16 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NGDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 13.24 | 84.5 | 10.87 | 71.64 | 85.62 | 79.43 | 54.97 | — | — | — | — | — | |
| ORACLE2026.03 | — | — | — | — | — | — | — | — | — | 57.44 | — | — | — | — | |
| OriginalBackbone=VGG16+BN2023.02 | — | 35.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OriginalDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 96.66 | 95.71 | 78.5 | 79.7 | 6.45 | 33.86 | 49.23 | — | — | — | — | — | |
| RAWP2026.03 | — | — | — | — | — | — | — | — | — | 28.14 | — | — | — | — | |
| Representation UnlearningSetting=Standard Setting, Access to Dr and Df=true2026.01 | — | — | — | — | — | — | — | — | — | — | 73.4 | 0.2 | 0.88 | — | |
| Representation UnlearningSetting=Zero-Shot Setting, Access to Dr=false2026.01 | — | — | — | — | — | — | — | — | — | — | 69.3 | 0.2 | 0.97 | — | |
| RetrainBackbone=VGG16+BN2023.02 | — | 36.92 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RetrainDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0 | 88.78 | 0 | 78.87 | 94.06 | 88.19 | 63.17 | — | — | — | — | — | |
| Retrainm (number of unlearning classes)=20, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 61.76 | — | — | — | — | |
| Retrainm (number of unlearning classes)=50, n (percentage of samples to unlearn)=100%2025.12 | — | — | — | — | — | — | — | — | — | 59.05 | — | — | — | — | |
| RetrainingSetting=Reference Baselines2026.01 | — | — | — | — | — | — | — | — | — | — | 74.4 | 1.1 | 0 | — | |
| RLDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 27.45 | 84.74 | 19.33 | 70.38 | 78.17 | 75.17 | 53.23 | — | — | — | — | — | |
| SalUnDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | — | — | 0.76 | 96.64 | 2.33 | 67.73 | 97.93 | 79.99 | 56.12 | — | — | — | — | — | |
| SCRUBBackbone=VGG16+BN2023.02 | — | 38.27 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCRUBDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | — | — | 19.15 | 86.98 | 14.14 | 75.82 | 83.8 | 80.53 | 56.33 | — | — | — | — | — | |
| SCRUBSetting=Standard Setting, Access to Dr and Df=true2026.01 | — | — | — | — | — | — | — | — | — | — | 73.3 | 9.9 | 0.79 | — | |
| SCRUB+RBackbone=VGG16+BN2023.02 | — | 37.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SISASetting=Standard Setting, Access to Dr and Df=true2026.01 | — | — | — | — | — | — | — | — | — | — | 69.7 | 16.6 | 0.86 | — | |
| STRUCTGUARD2026.03 | — | — | — | — | — | — | — | — | — | 50.65 | — | — | — | — | |
| UNSIRSetting=Standard Setting, Access to Dr and Df=true2026.01 | — | — | — | — | — | — | — | — | — | — | 72.4 | 18.9 | 0.86 | — |