Manaar Alam

Get Rid Of Your Trail: Remotely Erasing Backdoors in Federated Learning

2023 · arXiv (Cornell University)

Federated Learning (FL) enables collaborative deep learning training across multiple participants without exposing sensitive personal data. However, the distributed nature of FL and the unvetted participants' data makes it vulnerable to backdoor attacks. In these …

Decision Guided Robust DL Classification of Adversarial Images Combining Weaker Defenses

2024 · IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Adversarial examples make Deep Learning (DL) models vulnerable to safe deployment in practical systems. Although several techniques have been proposed in the literature, defending against adversarial attacks is still challenging. The current work identifies weaknesses …