2 papers
cs.DC2026
From Last-Layer to Cross-Layer: One-Shot Joint Classifier Reconstruction for Federated Learning
Zhenyan Liu, Hua Zhang, Haoran Gao +6
Federated learning (FL) enables collaborative model training while preserving data privacy. However, non-independent and identically distributed (non-IID) data inevitably introduce…
cs.CR2025
Isolate Trigger: Detecting and Eliminating Adaptive Backdoor Attacks
Chengrui Sun, Hua Zhang, Haoran Gao +7
Deep learning models are widely deployed in various applications but remain vulnerable to stealthy adversarial threats, particularly backdoor attacks. Backdoor models trained on po…