2 papers
cs.LG2025
Diffusion Learning with Partial Agent Participation and Local Updates
Elsa Rizk, Kun Yuan, Ali H. Sayed
Diffusion learning is a framework that endows edge devices with advanced intelligence. By processing and analyzing data locally and allowing each agent to communicate with its imme…
cs.LG2025
Decentralized Adversarial Training over Graphs
Ying Cao, Elsa Rizk, Stefan Vlaski +1
The vulnerability of machine learning models to adversarial attacks has been attracting considerable attention in recent years. Most existing studies focus on the behavior of stand…