Image Classification on Fashion-MNIST (TER/ASR)
12TERAsyncSGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AsyncSGDAttack Scenario=No attack2026.04 | 12 | — | |
| AsyncSGDAttack Scenario=Labelflip2026.04 | 12 | — | |
| SecureAFLAttack Scenario=No attack2026.04 | 12 | — | |
| SecureAFLAttack Scenario=Labelflip2026.04 | 12 | — | |
| SecureAFLAttack Scenario=Signflip2026.04 | 13 | — | |
| BASGDAttack Scenario=No attack2026.04 | 14 | — | |
| SageflowAttack Scenario=No attack2026.04 | 14 | — | |
| SageflowAttack Scenario=Labelflip2026.04 | 14 | — | |
| SecureAFLAttack Scenario=Gaussian2026.04 | 14 | — | |
| KardamAttack Scenario=Gaussian2026.04 | 15 | — | |
| SecureAFLAttack Scenario=Neurotoxin2026.04 | 15 | 6 | |
| SecureAFLAttack Scenario=Min-Max2026.04 | 15 | — | |
| BASGDAttack Scenario=Labelflip2026.04 | 16 | — | |
| SageflowAttack Scenario=Signflip2026.04 | 16 | — | |
| SecureAFLAttack Scenario=PGD2026.04 | 16 | 7 | |
| KardamAttack Scenario=No attack2026.04 | 17 | — | |
| KardamAttack Scenario=Labelflip2026.04 | 17 | — | |
| Zeno++Attack Scenario=No attack2026.04 | 17 | — | |
| Zeno++Attack Scenario=Gaussian2026.04 | 17 | — | |
| SecureAFLAttack Scenario=DBA2026.04 | 17 | 5 | |
| SecureAFLAttack Scenario=3DFed2026.04 | 17 | 3 | |
| KardamAttack Scenario=Signflip2026.04 | 18 | — | |
| BASGDAttack Scenario=Signflip2026.04 | 18 | — | |
| Zeno++Attack Scenario=Labelflip2026.04 | 18 | — | |
| SecureAFLAttack Scenario=Scaling2026.04 | 18 | 7 | |
| SecureAFLAttack Scenario=Adaptive2026.04 | 18 | — | |
| Zeno++Attack Scenario=Signflip2026.04 | 19 | — | |
| Zeno++Attack Scenario=Scaling2026.04 | 21 | 24 | |
| Zeno++Attack Scenario=DBA2026.04 | 21 | 21 | |
| Zeno++Attack Scenario=PGD2026.04 | 21 | 21 | |
| Zeno++Attack Scenario=3DFed2026.04 | 21 | 20 | |
| Zeno++Attack Scenario=Neurotoxin2026.04 | 22 | 21 | |
| AFLGuardAttack Scenario=No attack2026.04 | 22 | — | |
| AsyncSGDAttack Scenario=Neurotoxin2026.04 | 25 | 25 | |
| AFLGuardAttack Scenario=Gaussian2026.04 | 26 | — | |
| AFLGuardAttack Scenario=DBA2026.04 | 26 | 36 | |
| AFLGuardAttack Scenario=PGD2026.04 | 26 | 15 | |
| AFLGuardAttack Scenario=Neurotoxin2026.04 | 26 | 20 | |
| AFLGuardAttack Scenario=3DFed2026.04 | 26 | 12 | |
| AFLGuardAttack Scenario=Labelflip2026.04 | 27 | — | |
| AsyncSGDAttack Scenario=PGD2026.04 | 28 | 36 | |
| AFLGuardAttack Scenario=Scaling2026.04 | 28 | 36 | |
| Zeno++Attack Scenario=Min-Max2026.04 | 30 | — | |
| SageflowAttack Scenario=PGD2026.04 | 31 | 41 | |
| SageflowAttack Scenario=Neurotoxin2026.04 | 32 | 35 | |
| BASGDAttack Scenario=DBA2026.04 | 33 | 65 | |
| Zeno++Attack Scenario=Adaptive2026.04 | 33 | — | |
| AFLGuardAttack Scenario=Min-Max2026.04 | 33 | — | |
| BASGDAttack Scenario=Neurotoxin2026.04 | 34 | 39 | |
| AFLGuardAttack Scenario=Signflip2026.04 | 34 | — | |
| KardamAttack Scenario=Neurotoxin2026.04 | 35 | 36 | |
| KardamAttack Scenario=3DFed2026.04 | 35 | 36 | |
| BASGDAttack Scenario=3DFed2026.04 | 35 | 100 | |
| AFLGuardAttack Scenario=Adaptive2026.04 | 35 | — | |
| KardamAttack Scenario=PGD2026.04 | 36 | 36 | |
| BASGDAttack Scenario=Scaling2026.04 | 36 | 77 | |
| AsyncSGDAttack Scenario=Signflip2026.04 | 41 | — | |
| AsyncSGDAttack Scenario=Scaling2026.04 | 41 | 69 | |
| KardamAttack Scenario=DBA2026.04 | 45 | 54 | |
| BASGDAttack Scenario=PGD2026.04 | 46 | 53 | |
| AsyncSGDAttack Scenario=Gaussian2026.04 | 52 | — | |
| AsyncSGDAttack Scenario=DBA2026.04 | 53 | 60 | |
| SageflowAttack Scenario=DBA2026.04 | 60 | 69 | |
| KardamAttack Scenario=Min-Max2026.04 | 62 | — | |
| SageflowAttack Scenario=Scaling2026.04 | 70 | 85 | |
| BASGDAttack Scenario=Gaussian2026.04 | 73 | — | |
| KardamAttack Scenario=Scaling2026.04 | 79 | 92 | |
| BASGDAttack Scenario=Min-Max2026.04 | 79 | — | |
| AsyncSGDAttack Scenario=3DFed2026.04 | 90 | 100 | |
| AsyncSGDAttack Scenario=Min-Max2026.04 | 90 | — | |
| AsyncSGDAttack Scenario=Adaptive2026.04 | 90 | — | |
| KardamAttack Scenario=Adaptive2026.04 | 90 | — | |
| BASGDAttack Scenario=Adaptive2026.04 | 90 | — | |
| SageflowAttack Scenario=Gaussian2026.04 | 90 | — | |
| SageflowAttack Scenario=3DFed2026.04 | 90 | 88 | |
| SageflowAttack Scenario=Min-Max2026.04 | 90 | — | |
| SageflowAttack Scenario=Adaptive2026.04 | 90 | — |