Image Classification on CIFAR-10 (test) (Accuracy and Gap Analysis)
92.03Accuracy (10-class)Centralized
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CentralizedConfiguration=Centralized2026.06 | 92.03 | 94.03 | — | — | |
| TL++Mode=base, Cut=12026.06 | 91.41 | 93.8 | -0.23 | -0.62 | |
| TL++Mode=secure, Cut=32026.06 | 90.93 | 93.53 | -0.5 | -1.1 | |
| TL++Mode=base, Cut=22026.06 | 90.65 | 93.31 | -0.72 | -1.3 | |
| TL++Mode=secure, Cut=12026.06 | 90.36 | 92.14 | -1.89 | -2.82 | |
| TL++Mode=secure, Cut=22026.06 | 90.16 | 92.78 | -1.25 | -1.87 | |
| TL++Mode=base, Cut=32026.06 | 89.67 | 92.53 | -1.5 | -3.06 | |
| Standard SLConfiguration=Split Learning2026.06 | 78.88 | 78.84 | -15.2 | -27.5 | |
| FedProxConfiguration=Distributed Learning2026.06 | 74.64 | 79.45 | -14.58 | -18.45 | |
| SplitFedConfiguration=Hybrid Learning2026.06 | 74.62 | 79.46 | -14.58 | -18.53 | |
| FedAvgConfiguration=Distributed Learning2026.06 | 74.56 | 79.48 | -14.55 | -18.45 | |
| SCAFFOLDConfiguration=Distributed Learning2026.06 | 71.32 | 76.12 | -17.92 | -22.58 |