no code implementations • 5 Oct 2023 • Saifullah Saifullah, Stefan Agne, Andreas Dengel, Sheraz Ahmed
We conduct a comprehensive evaluation of the algorithm across various client and privacy settings, and demonstrate its capability to achieve comparable performance and privacy guarantees to standalone DP, even when accommodating an increasing number of participating clients.
no code implementations • 8 Nov 2022 • Saifullah Saifullah, Dominique Mercier, Adriano Lucieri, Andreas Dengel, Sheraz Ahmed
This work is the first to investigate the impact of private learning techniques on generated explanations for DL-based models.
Explainable Artificial Intelligence (XAI) Privacy Preserving +1