Class Unlearning on CIFAR-10 (test)
94.78Test AccuracyFT
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FTBackbone=ResNet-18, TParams=100%2026.05 | 94.78 | — | — | — | — | — | — | — | — | — | — | — | — | 93.53 | — | — | 31.69 | 99.92 | |
| SEMU-remainBackbone=ResNet-18, TParams=0.63%2026.05 | 94.76 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 99.99 | 99.48 | |
| SalUn-softBackbone=ResNet-18, TParams=50%2026.05 | 94.64 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 97.13 | 99.88 | |
| SalUnBackbone=ResNet-18, TParams=50%2026.05 | 94.56 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 99.91 | 99.93 | |
| RLBackbone=ResNet-18, TParams=100%2026.05 | 94.52 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 89.33 | 99.92 | |
| RetrainingSetting=Reference Baselines2026.01 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | 0 | — | — | |
| Representation UnlearningSetting=Standard Setting, Access to Dr and Df=true2026.01 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.9 | 0.36 | — | — | |
| Representation UnlearningSetting=Zero-Shot Setting, Access to Dr=false2026.01 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 4 | 0.42 | — | — | |
| SCRUBSetting=Standard Setting, Access to Dr and Df=true2026.01 | 93.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | 0.31 | — | — | |
| Bad TeacherSetting=Standard Setting, Access to Dr and Df=true2026.01 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.4 | 0.52 | — | — | |
| BEFORE2026.03 | 92.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RetrainBackbone=ResNet-18, TParams=100%2026.05 | 92.47 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 100 | 100 | |
| ℓ1-sparseBackbone=ResNet-18, TParams=100%2026.05 | 92.29 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 100 | 97.92 | |
| SEMUBackbone=ResNet-18, TParams=0.87%2026.05 | 92.26 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 99.83 | 98.22 | |
| BARRIERBackbone=ResNet-18, TParams=0.05%2026.05 | 92.26 | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | 100 | 97.72 | |
| BSBackbone=ResNet-18, TParams=100%2026.05 | 91.94 | — | — | — | — | — | — | — | — | — | — | — | — | 93.42 | — | — | 79.6 | 97.79 | |
| BEBackbone=ResNet-18, TParams=100%2026.05 | 91.88 | — | — | — | — | — | — | — | — | — | — | — | — | 93.6 | — | — | 79.13 | 97.71 | |
| SISASetting=Standard Setting, Access to Dr and Df=true2026.01 | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.3 | 0.3 | — | — | |
| Fine-tuningSetting=Reference Baselines2026.01 | 91.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.9 | 0.47 | — | — | |
| UNSIRSetting=Standard Setting, Access to Dr and Df=true2026.01 | 91.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.1 | 0.49 | — | — | |
| IUBackbone=ResNet-18, TParams=100%2026.05 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | 99.13 | — | — | 97.02 | 94.78 | |
| B. ShrinkingSetting=Zero-Shot Setting, Access to Dr=false2026.01 | 83.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 11.8 | 1.86 | — | — | |
| Retrainm (number of unlearning classes)=2, n (percentage of samples to unlearn)=100%2025.12 | 81.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedORAm (number of unlearning classes)=2, n (percentage of samples to unlearn)=100%2025.12 | 81.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Retrainm (number of unlearning classes)=5, n (percentage of samples to unlearn)=100%2025.12 | 80.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedORAm (number of unlearning classes)=5, n (percentage of samples to unlearn)=100%2025.12 | 80.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ORACLE2026.03 | 79.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CVFUm (number of unlearning classes)=5, n (percentage of samples to unlearn)=100%2025.12 | 79.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ICOm (number of unlearning classes)=2, n (percentage of samples to unlearn)=100%2025.12 | 78.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STRUCTGUARD2026.03 | 78.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ICOm (number of unlearning classes)=5, n (percentage of samples to unlearn)=100%2025.12 | 77.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CVFUm (number of unlearning classes)=2, n (percentage of samples to unlearn)=100%2025.12 | 77.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAm (number of unlearning classes)=2, n (percentage of samples to unlearn)=100%2025.12 | 67.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAm (number of unlearning classes)=5, n (percentage of samples to unlearn)=100%2025.12 | 66.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| L2UL2026.03 | 64.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADV2026.03 | 62.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RAWP2026.03 | 59.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GKTSetting=Zero-Shot Setting, Access to Dr=false2026.01 | 46.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 9 | 2.41 | — | — | |
| GABackbone=ResNet-18, TParams=100%2026.05 | 38.18 | — | — | — | — | — | — | — | — | — | — | — | — | 99.98 | — | — | 99.91 | 38.92 | |
| EMMNSetting=Zero-Shot Setting, Access to Dr=false2026.01 | 23.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | 8.51 | — | — | |
| NEGGRAD2026.03 | 13.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FISHER2026.03 | 11.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| B1Num_f=12026.04 | — | — | — | — | — | — | — | 0 | 91.7 | — | — | — | — | — | — | — | — | — | |
| B1Num_f=22026.04 | — | — | — | — | — | — | — | 0 | 90.1 | — | — | — | — | — | — | — | — | — | |
| B2Num_f=12026.04 | — | — | — | — | — | — | — | 0.6 | 85.73 | — | — | — | — | — | — | — | — | — | |
| B2Num_f=22026.04 | — | — | — | — | — | — | — | 0.25 | 82.06 | — | — | — | — | — | — | — | — | — | |
| B3Num_f=12026.04 | — | — | — | — | — | — | — | 4.94 | 79.78 | — | — | — | — | — | — | — | — | — | |
| B3Num_f=22026.04 | — | — | — | — | — | — | — | 6.95 | 78.36 | — | — | — | — | — | — | — | — | — | |
| B4Num_f=12026.04 | — | — | — | — | — | — | — | 2.5 | 68.11 | — | — | — | — | — | — | — | — | — | |
| B4Num_f=22026.04 | — | — | — | — | — | — | — | 7.47 | 86.55 | — | — | — | — | — | — | — | — | — | |
| B5Num_f=12026.04 | — | — | — | — | — | — | — | 7.57 | 87.56 | — | — | — | — | — | — | — | — | — | |
| B5Num_f=22026.04 | — | — | — | — | — | — | — | 5.02 | 87.1 | — | — | — | — | — | — | — | — | — | |
| B6Num_f=12026.04 | — | — | — | — | — | — | — | 9 | 85.71 | — | — | — | — | — | — | — | — | — | |
| B6Num_f=22026.04 | — | — | — | — | — | — | — | 0.65 | 86.85 | — | — | — | — | — | — | — | — | — | |
| B7Num_f=12026.04 | — | — | — | — | — | — | — | 0.2 | 84.1 | — | — | — | — | — | — | — | — | — | |
| B7Num_f=22026.04 | — | — | — | — | — | — | — | 1.75 | 85.79 | — | — | — | — | — | — | — | — | — | |
| B8Num_f=12026.04 | — | — | — | — | — | — | — | 1.1 | 88.5 | — | — | — | — | — | — | — | — | — | |
| B8Num_f=22026.04 | — | — | — | — | — | — | — | 0.85 | 85.99 | — | — | — | — | — | — | — | — | — | |
| B9Num_f=12026.04 | — | — | — | — | — | — | — | 0 | 84.78 | — | — | — | — | — | — | — | — | — | |
| B9Num_f=22026.04 | — | — | — | — | — | — | — | 0 | 84.35 | — | — | — | — | — | — | — | — | — | |
| Bad-TBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 16.98 | 0.4 | 5.84 | 0.43 | 81.93 | 3.5 | — | — | — | — | — | — | — | — | — | — | — | |
| BSDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 10.98 | 95.89 | 13.43 | 84.41 | 92.32 | 85.43 | 57.26 | — | — | — | — | |
| CF-kBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 14.99 | 0.23 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| ESCDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 9.46 | 96.52 | 10.73 | 85.59 | 93.43 | 87.39 | 53.02 | — | — | — | — | |
| ESC-TDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0 | 97.23 | 0 | 86.08 | 98.6 | 92.51 | 56.72 | — | — | — | — | |
| EU-kBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 15.3 | 0.69 | 0.13 | 0.14 | 100 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| FinetuneBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 15.39 | 0.22 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| FinetuneDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 6.89 | 98.9 | 5.53 | 85.94 | 95.91 | 90 | 53.13 | — | — | — | — | |
| FisherBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 27.4 | 2.28 | 3.66 | 1.03 | 99 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| FisherDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0.74 | 96.16 | 0.63 | 81.22 | 97.69 | 89.38 | 54.6 | — | — | — | — | |
| JellyfishNum_f=12026.04 | — | — | — | — | — | — | — | 0 | 87.23 | — | — | — | — | — | — | — | — | — | |
| JellyfishNum_f=22026.04 | — | — | — | — | — | — | — | 0.15 | 87.39 | — | — | — | — | — | — | — | — | — | |
| l1-sparseDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0 | 89.95 | 0 | 84.81 | 94.71 | 91.78 | 55.76 | — | — | — | — | |
| LAUDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0.15 | 92.84 | 0.07 | 82.28 | 96.22 | 90.25 | 54.92 | — | — | — | — | |
| NegGrad+Backbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 17.87 | 0.31 | 0.58 | 0.13 | 87.22 | 1.67 | — | — | — | — | — | — | — | — | — | — | — | |
| NGDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 2.46 | 90.27 | 2.17 | 75.83 | 93.76 | 85.44 | 53.8 | — | — | — | — | |
| originNum_f=12026.04 | — | — | — | — | — | — | — | 94.6 | 90.13 | — | — | — | — | — | — | — | — | — | |
| originNum_f=22026.04 | — | — | — | — | — | — | — | 93.55 | 90.13 | — | — | — | — | — | — | — | — | — | |
| OriginalBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 15.56 | 0.25 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| OriginalDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 98.42 | 98.29 | 85.9 | 86.57 | 3.11 | 24.25 | 57.68 | — | — | — | — | |
| RetrainBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 13.97 | 0.19 | 0 | 0 | 100 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| RetrainDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0 | 96.93 | 0 | 86.02 | 98.44 | 92.48 | 50.06 | — | — | — | — | |
| RLDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 13.25 | 98.21 | 7.93 | 80.43 | 92.12 | 85.85 | 57.1 | — | — | — | — | |
| SalUnDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 0 | 98.86 | 0 | 86.8 | 99.43 | 92.94 | 56.42 | — | — | — | — | |
| SCRUBBackbone=All-CNN, Application=Removing Biases (RB)2023.02 | — | 15.06 | 0.14 | 0.12 | 0.03 | 100 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| SCRUBDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | — | — | — | — | — | — | — | 10.39 | 97.15 | 4.5 | 83.33 | 93.23 | 89 | 55.5 | — | — | — | — |