Poisoning Attack Control on CIFAR10 Conv8 (test)
0.06Control ErrorECA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ECATarget τ (%)=70, Aggregation Rule=Fang LFR-FRL, Model=Conv82026.01 | 0.06 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=FRL, Model=Conv82026.01 | 0.11 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=Fang ERR-FRL, Model=Conv82026.01 | 0.11 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=Multi Krum-FRL, Model=Conv82026.01 | 0.14 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=AFA-FRL, Model=Conv82026.01 | 0.14 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=FLTrust-FRL, Model=Conv82026.01 | 0.16 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=Fang Union-FRL, Model=Conv82026.01 | 0.3 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=FABA-FRL, Model=Conv82026.01 | 0.32 | — | — | |
| ECATarget τ (%)=70, Aggregation Rule=DnC-FRL, Model=Conv82026.01 | 0.34 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=FRL, Model=Conv82026.01 | 0.47 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=Multi Krum-FRL, Model=Conv82026.01 | 0.64 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=DnC-FRL, Model=Conv82026.01 | 0.88 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=AFA-FRL, Model=Conv82026.01 | 1.56 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=FABA-FRL, Model=Conv82026.01 | 2.26 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=FLTrust-FRL, Model=Conv82026.01 | 3.76 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=Fang LFR-FRL, Model=Conv82026.01 | 7.87 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=Fang Union-FRL, Model=Conv82026.01 | 8.49 | — | — | |
| RRATarget τ (%)=70, Aggregation Rule=Fang ERR-FRL, Model=Conv82026.01 | 9.67 | — | — | |
| no attackAggregation Rule=FRL, Model=Conv82026.01 | — | 83.85 | — |