Completed Student Projects

Spring 2022

Improving communication-efficiency in decentralized and federated learning systems

Author: Jeffrey Wigger, Supervisors: Rafael Pires, Rishi Sharma

Master thesis, Code

Reconstruction of a d-Regular Digraph from its PageRank and a Set of Edges

Author: Ludmila Courtillat-Piazza, Supervisor: Othmane Safsafi

Report

Model sharing and communication techniques in decentralized systems

Author: Nevena Drešević, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

Privacy-preserving model aggregation in decentralized machine learning with hardware enclaves

Author: Paul Nadal, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

Comparing model sharing and data sharing approaches in decentralized learning systems

Author: Yassine Abdennadher, Supervisors: Rafael Pires, Rishi Sharma

Report, Code