Fall 2022
Secure Aggregation on Sparse Models in Decentralized Learning Systems
Author: Milos Vujasinovic, Supervisors: Rafael Pires, Rishi Sharma
Fighting Against Attacks on Decentralized Learning Systems with Dynamic Topologies
Author: Filip Carevic, Supervisors: Rafael Pires, Rishi Sharma
Data Sharing for Tackling Non-iidness
Author: Joseph Abboud, Supervisors: Rafael Pires, Rishi Sharma
Spring 2022
Improving communication-efficiency in decentralized and federated learning systems
Author: Jeffrey Wigger, Supervisors: Rafael Pires, Rishi Sharma
Reconstruction of a d-Regular Digraph from its PageRank and a Set of Edges
Author: Ludmila Courtillat-Piazza, Supervisor: Othmane Safsafi
Model sharing and communication techniques in decentralized systems
Author: Nevena Drešević, Supervisors: Rafael Pires, Rishi Sharma
Privacy-preserving model aggregation in decentralized machine learning with hardware enclaves
Author: Paul Nadal, Supervisors: Rafael Pires, Rishi Sharma