Backdoors in Federated Learning

Attacks

Constrain-and-scale(AISTATS 20)(C 类会议) Paper Code
DBA(ICLR 20) Paper Code
Edge-Case and PGD(Two attacks)(NIPS 20) Paper Code
Untarget Poisoning(USENIX 20) Paper Code

Defenses

FLAME: Taming Backdoors in Federated Learning Paper
Krum(NIPS 17)(Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent.) Paper Code?
AFA(2019 预印)(Auror: defending against poisoning attacks in collaborative deep learning systems) Paper
FoolsGold(RAID 20)(The limitations of federated learning in sybil settings) Paper Code
Median(ICML 2018)(Byzantine-robust distributed learning: Towards optimal statistical rates) Paper Code?