2 papers
cs.CR2025
Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks
Ebtisaam Alharbi, Leandro Soriano Marcolino, Qiang Ni +1
Federated Learning (FL) enables collaborative model training across multiple devices while preserving data privacy. However, it remains susceptible to backdoor attacks, where malic…
cs.LG2023
Reward Certification for Policy Smoothed Reinforcement Learning
Ronghui Mu, Leandro Soriano Marcolino, Tianle Zhang +3
Reinforcement Learning (RL) has achieved remarkable success in safety-critical areas, but it can be weakened by adversarial attacks. Recent studies have introduced "smoothed polici…