2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.CR2026
FedSurrogate: Backdoor Defense in Federated Learning via Layer Criticality and Surrogate Replacement
Fatima Z. Abacha, Sin G. Teo, Yuanxiang Wu +2
Federated Learning remains highly susceptible to backdoor attacks--malicious clients inject targeted behaviours into the global model. Existing defenses suffer from substantial fal…
cs.LG2024★ 2 cited
Synthetic Data Aided Federated Learning Using Foundation Models
Fatima Abacha, Sin G. Teo, Lucas C. Cordeiro +1
In heterogeneous scenarios where the data distribution amongst the Federated Learning (FL) participants is Non-Independent and Identically distributed (Non-IID), FL suffers from th…