Classification on MNIST (test) (Accuracy)
99.4AccuracyResNet50
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet50Backbone=ResNet502024.11 | 99.4 | |
| Net2VecBackbone=ResNet502024.11 | 99.4 | |
| CRAFTBackbone=ResNet502024.11 | 99.4 | |
| NAVESetting=N4, Backbone=ResNet502024.11 | 99.3 | |
| NAVESetting=N34, Backbone=ResNet502024.11 | 99.1 | |
| NAVESetting=N234, Backbone=ResNet502024.11 | 98.7 | |
| ANT-HardTraining Time=538s, Number of Seeds=102026.05 | 98.14 | |
| ANT-SoftNumber of Seeds=102026.05 | 98.14 | |
| RFK=16, Evaluation Protocol=linear probe2026.07 | 97.07 | |
| DTSemNetNf=780, Nc=10, Ns=48000, Height=82026.05 | 96.16 | |
| DTSemNetTraining Time=306s, Number of Seeds=102026.05 | 96.16 | |
| PIEFS-offSupervision=supervised, K=16, Evaluation Protocol=linear probe2026.07 | 95.41 | |
| TAONf=780, Nc=10, Ns=48000, Height=82026.05 | 95.05 | |
| PIEFS-trotterSupervision=supervised, K=16, Evaluation Protocol=linear probe2026.07 | 94.94 | |
| PIEFS-diagSupervision=supervised, K=16, Evaluation Protocol=linear probe2026.07 | 94.91 | |
| DGTNf=780, Nc=10, Ns=48000, Height=82026.05 | 94 | |
| LRK=16, Evaluation Protocol=linear probe2026.07 | 92.2 | |
| AdLNetTarget feature budget k=502026.07 | 89.4 | |
| FISTA-NetTarget feature budget k=502026.07 | 89 | |
| Vanilla LassoNetTarget feature budget k=502026.07 | 88.5 | |
| Deep-LassoTarget feature budget k=502026.07 | 86 | |
| PCA+LRK=16, Evaluation Protocol=linear probe2026.07 | 85.94 | |
| CARTNf=780, Nc=10, Ns=48000, Height=no predefined height2026.05 | 85.59 | |
| PrivUnit2 + PAm=32, epsilon=10.02026.05 | 84.27 | |
| StandardModel=RFC2025.05 | 83 | |
| NeuralEF*Supervision=unsupervised, K=16, Evaluation Protocol=linear probe, Source=rerun of Deng et al., 20222026.07 | 82.52 | |
| StandardModel=NNC2025.05 | 82 | |
| StandardModel=kNNC2025.05 | 78 | |
| PrivUnitG + PAm=32, epsilon=10.02026.05 | 76.47 | |
| MSVModel=kNNC2025.05 | 76 | |
| MSVModel=NNC2025.05 | 75 | |
| PrivUnit2 + PAm=32, epsilon=7.52026.05 | 72.52 | |
| PrivUnitG + PAm=32, epsilon=7.52026.05 | 65.78 | |
| PrivUnit2 + PAm=32, epsilon=5.02026.05 | 52.14 | |
| PrivUnitG + PAm=32, epsilon=5.02026.05 | 48.61 | |
| PrivUnit2 + PAm=32, epsilon=4.52026.05 | 47.2 | |
| PrivUnitG + PAm=32, epsilon=4.52026.05 | 44.32 | |
| PrivUnit2 + PAm=32, epsilon=4.02026.05 | 42.03 | |
| PrivUnitG + PAm=32, epsilon=4.02026.05 | 39.89 | |
| PrivUnit2 + PAm=32, epsilon=3.52026.05 | 36.74 | |
| Laplace + PAm=32, epsilon=10.02026.05 | 36.66 | |
| Task-Awarem=3, epsilon=10.02026.05 | 35.61 | |
| PrivUnitG + PAm=32, epsilon=3.52026.05 | 35.38 | |
| PrivUnit2 + PAm=32, epsilon=3.02026.05 | 31.74 | |
| PrivUnitG + PAm=32, epsilon=3.02026.05 | 30.83 | |
| Random yModel=RFC2025.05 | 29 | |
| Task-Awarem=3, epsilon=7.52026.05 | 28.57 | |
| Laplace + PAm=32, epsilon=7.52026.05 | 28.46 | |
| PrivUnit2 + PAm=32, epsilon=2.52026.05 | 26.96 | |
| CW + PA w/o boundingm=32, epsilon=10.02026.05 | 26.85 | |
| PrivUnitG + PAm=32, epsilon=2.52026.05 | 26.46 | |
| PrivUnit2 + PAm=32, epsilon=2.02026.05 | 22.63 | |
| PrivUnitG + PAm=32, epsilon=2.02026.05 | 22.36 | |
| CW + PA w/o boundingm=32, epsilon=7.52026.05 | 21.73 | |
| Laplace + PAm=32, epsilon=5.02026.05 | 20.91 | |
| Task-Awarem=3, epsilon=5.02026.05 | 20.31 | |
| Laplace + PAm=32, epsilon=4.52026.05 | 19.56 | |
| PrivUnit2 + PAm=32, epsilon=1.52026.05 | 18.75 | |
| PrivUnitG + PAm=32, epsilon=1.52026.05 | 18.62 | |
| Laplace + PAm=32, epsilon=4.02026.05 | 18.28 | |
| Task-Awarem=3, epsilon=4.52026.05 | 18.01 | |
| CW + PA w/o boundingm=32, epsilon=5.02026.05 | 17.06 | |
| Laplace + PAm=32, epsilon=3.52026.05 | 17.04 | |
| Task-Awarem=3, epsilon=4.02026.05 | 16.5 | |
| CW + PA w/o boundingm=32, epsilon=4.52026.05 | 16.23 | |
| Laplace + PAm=32, epsilon=3.02026.05 | 15.84 | |
| Task-Awarem=3, epsilon=3.52026.05 | 15.6 | |
| CW + PA w/o boundingm=32, epsilon=4.02026.05 | 15.42 | |
| PrivUnit2 + PAm=32, epsilon=1.02026.05 | 15.36 | |
| PrivUnitG + PAm=32, epsilon=1.02026.05 | 15.28 | |
| Laplace + PAm=32, epsilon=2.52026.05 | 14.74 | |
| CW + PA w/o boundingm=32, epsilon=3.52026.05 | 14.66 | |
| Task-Awarem=3, epsilon=3.02026.05 | 14.07 | |
| CW + PA w/o boundingm=32, epsilon=3.02026.05 | 13.92 | |
| Laplace + PAm=32, epsilon=2.02026.05 | 13.69 | |
| CW + PA w/o boundingm=32, epsilon=2.52026.05 | 13.23 | |
| Task-Awarem=3, epsilon=2.52026.05 | 12.85 | |
| Laplace + PAm=32, epsilon=1.52026.05 | 12.71 | |
| CW + PA w/o boundingm=32, epsilon=2.02026.05 | 12.53 | |
| PrivUnit2 + PAm=32, epsilon=0.52026.05 | 12.5 | |
| PrivUnitG + PAm=32, epsilon=0.52026.05 | 12.42 | |
| CW + PA w/o boundingm=32, epsilon=1.52026.05 | 11.91 | |
| Task-Awarem=3, epsilon=2.02026.05 | 11.8 | |
| Laplace + PAm=32, epsilon=1.02026.05 | 11.78 | |
| CW + PA w/o boundingm=32, epsilon=1.02026.05 | 11.27 | |
| Task-Awarem=3, epsilon=1.52026.05 | 11.26 | |
| GCVModel=NNC2025.05 | 11 | |
| Laplace + PAm=32, epsilon=0.52026.05 | 10.92 | |
| CW + PA w/o boundingm=32, epsilon=0.52026.05 | 10.69 | |
| Task-Awarem=3, epsilon=1.02026.05 | 10.52 | |
| Task-Awarem=3, epsilon=0.52026.05 | 10.18 | |
| CONE-SHAPBackbone=ResNet502024.11 | 10 | |
| GCVModel=kNNC2025.05 | 9 |