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ResearchFormerly WizWand

Backdoor Attack Success Rate on MNIST

99.8Backdoor Attack Success RateCONTRA
-3.99222.95449.976.846Jul 12, 2024
Updated 6mo ago

Evaluation results

MethodLinks
CONTRAattack=IBA2024.0799.8
Trimattack=Neurotoxin2024.0778.3
MESASattack=Alternate2024.0770
Krumattack=Sybil2024.0766.6
Krumattack=Alternate2024.0764.5
Krumattack=IBA2024.0752
FedAvgattack=BadNet2024.0749.4
Trimattack=BadNet2024.0745.2
AGSDattack=BadNet2024.0745.2
Medianattack=Neurotoxin2024.0742
MESASattack=BadNet2024.0737.9
CONTRAattack=Alternate2024.0736.3
CONTRAattack=BadNet2024.0734.3
FreqFedattack=BadNet2024.0731.7
CONTRAattack=Neurotoxin2024.0730
MESASattack=IBA2024.0728.3
FreqFedattack=Alternate2024.0725.7
FedAvgattack=Neurotoxin2024.0725.5
FreqFedattack=IBA2024.0724
FLTrustattack=Sybil2024.0723.2
FLTrustattack=Neurotoxin2024.0723
Krumattack=Neurotoxin2024.0721
FedAvgattack=IBA2024.0720.6
FLTrustattack=BadNet2024.0720.5
FLTrustattack=IBA2024.0720.2
FLTrustattack=Alternate2024.0720.1
AGSDattack=IBA2024.0719.1
Trimattack=IBA2024.0718.9
AGSDattack=Alternate2024.0717.2
CONTRAattack=DBA2024.0717
MESASattack=DBA2024.0715.8
Krumattack=DBA2024.0713.5
Trimattack=Sybil2024.0712.5
FedAvgattack=Alternate2024.0712.2
FreqFedattack=Neurotoxin2024.0712
FedAvgattack=Sybil2024.0711.7
AGSDattack=Neurotoxin2024.0711.5
CONTRAattack=Sybil2024.0710.7
Trimattack=Alternate2024.0710.3
FreqFedattack=DBA2024.0710
Medianattack=IBA2024.0710
MESASattack=Neurotoxin2024.075.7
Medianattack=Sybil2024.074.8
FreqFedattack=Sybil2024.074.8
Medianattack=Alternate2024.074.7
AGSDattack=Sybil2024.073.1
Medianattack=BadNet2024.072.3
FLTrustattack=DBA2024.072.1
FedAvgattack=DBA2024.072
Trimattack=DBA2024.071.8
MESASattack=Sybil2024.070.9
AGSDattack=DBA2024.070.8
BoBaattack=Neurotoxin2024.070.5
Medianattack=DBA2024.070.2
BoBaattack=IBA2024.070.2
BoBaattack=Alternate2024.070
Krumattack=BadNet2024.070
BoBaattack=BadNet2024.070
BoBaattack=DBA2024.070
BoBaattack=Sybil2024.070