Image Classification on MNIST (test) (Accuracy)
99.52AccuracyNon-private (SGD)
Evaluation results
| Method | Links | |
|---|---|---|
| Non-private (SGD)Privacy=Non-private2026.02 | 99.52 | |
| Compact Convolutional Boolean Architecture (Ours-M)#neurons=520 K, #BOPs=240 K2026.02 | 99.35 | |
| ResNet182026.02 | 99.35 | |
| TreeLogicNet-L#neurons=11.8 M, #BOPs=6.20 M2026.02 | 99.32 | |
| Compact Convolutional Boolean Architecture (Ours-S)#neurons=260 K, #BOPs=165 K2026.02 | 99.12 | |
| Proposed Boolean NetworkModel size=medium, #neurons=384 K, #BOPs=190 K2026.02 | 99.1 | |
| TreeLogicNet-M#neurons=740 K, #BOPs=427 K2026.02 | 98.95 | |
| DiffLogicNetModel size=medium, #neurons=384 K, #BOPs=214 K2026.02 | 98.8 | |
| Non-privateDirichlet alpha (α)=12026.02 | 98.2 | |
| Proposed Boolean NetworkModel size=small, #neurons=48.0 K, #BOPs=25.0 K2026.02 | 97.95 | |
| Non-privateDirichlet alpha (α)=0.52026.02 | 97.92 | |
| TreeLogicNet-S#neurons=185 K, #BOPs=117 K2026.02 | 97.81 | |
| Non-privateDirichlet alpha (α)=0.32026.02 | 97.52 | |
| DiffLogicNetModel size=small, #neurons=48.0 K, #BOPs=26.9 K2026.02 | 97.16 | |
| WW-DP-SGDDirichlet alpha (α)=12026.02 | 96.68 | |
| Non-privateDirichlet alpha (α)=0.12026.02 | 96.58 | |
| DFS-AdReCNNevaluation=average across all 1-10 patches2025.08 | 96.54 | |
| DP-SAMDirichlet alpha (α)=12026.02 | 96.22 | |
| WW-DP-SGDPrivacy=Differential Privacy2026.02 | 95.99 | |
| WW-DP-SGDDirichlet alpha (α)=0.52026.02 | 95.56 | |
| DFS-AdCNNevaluation=average across all 1-10 patches2025.08 | 95.52 | |
| DP-ISDirichlet alpha (α)=12026.02 | 95.35 | |
| ADP-AdamWDirichlet alpha (α)=12026.02 | 95.02 | |
| DP-Adam-ACDirichlet alpha (α)=12026.02 | 95 | |
| DP-SATPrivacy=Differential Privacy2026.02 | 94.98 | |
| DP-Adam-ACDirichlet alpha (α)=0.52026.02 | 94.9 | |
| DP-SAMDirichlet alpha (α)=0.52026.02 | 94.85 | |
| DP-AdamDirichlet alpha (α)=12026.02 | 94.82 | |
| DP-SAMPrivacy=Differential Privacy2026.02 | 94.75 | |
| DP-SGDDirichlet alpha (α)=12026.02 | 94.53 | |
| DP-ISPrivacy=Differential Privacy2026.02 | 94.45 | |
| DP-SATDirichlet alpha (α)=12026.02 | 94.36 | |
| DP-AdamPrivacy=Differential Privacy2026.02 | 94.33 | |
| ADP-AdamWPrivacy=Differential Privacy2026.02 | 94.25 | |
| DP-ISDirichlet alpha (α)=0.52026.02 | 94.24 | |
| DP-SGDPrivacy=Differential Privacy2026.02 | 94.22 | |
| DP-Adam-ACPrivacy=Differential Privacy2026.02 | 94.11 | |
| DP-ISDirichlet alpha (α)=0.32026.02 | 93.86 | |
| DP-AdamDirichlet alpha (α)=0.32026.02 | 93.85 | |
| WW-DP-SGDDirichlet alpha (α)=0.32026.02 | 93.85 | |
| ADP-AdamWDirichlet alpha (α)=0.52026.02 | 93.8 | |
| ADP-AdamWDirichlet alpha (α)=0.32026.02 | 93.7 | |
| DP-SATDirichlet alpha (α)=0.52026.02 | 93.62 | |
| DP-AdamDirichlet alpha (α)=0.52026.02 | 93.52 | |
| DP-SGDDirichlet alpha (α)=0.52026.02 | 93.29 | |
| WW-DP-SGDDirichlet alpha (α)=0.12026.02 | 92.51 | |
| DP-SAMDirichlet alpha (α)=0.32026.02 | 92.36 | |
| DP-SGDDirichlet alpha (α)=0.32026.02 | 92.05 | |
| DP-SATDirichlet alpha (α)=0.32026.02 | 92.03 | |
| DP-ISDirichlet alpha (α)=0.12026.02 | 91.88 | |
| DP-AdamDirichlet alpha (α)=0.12026.02 | 91.8 | |
| DP-Adam-ACDirichlet alpha (α)=0.32026.02 | 91.8 | |
| ADP-AdamWDirichlet alpha (α)=0.12026.02 | 91.24 | |
| DP-SATDirichlet alpha (α)=0.12026.02 | 90.98 | |
| DFS-CNNevaluation=average across all 1-10 patches2025.08 | 90.7 | |
| DP-SGDDirichlet alpha (α)=0.12026.02 | 90.58 | |
| DP-Adam-ACDirichlet alpha (α)=0.12026.02 | 90.53 | |
| DP-SAMDirichlet alpha (α)=0.12026.02 | 89.98 | |
| DFS-ReCNNevaluation=average across all 1-10 patches2025.08 | 86.7 | |
| DIMEevaluation=average across all 1-10 patches2025.08 | 77.94 | |
| VIPevaluation=average across all 1-10 patches2025.08 | 75.76 |