2022

Fall 2022

A restaurant recommender system for individuals, groups and diversity

Author: Alexandre Reis de Matos, Supervisor: Anne-Marie Kermarrec

Report

Secure Aggregation on Sparse Models in Decentralized Learning Systems

Author: Milos Vujasinovic, Supervisors: Rafael Pires, Rishi Sharma

Master thesis, Code

Fighting Against Attacks on Decentralized Learning Systems with Dynamic Topologies

Author: Filip Carevic, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

Data Sharing for Tackling Non-iidness

Author: Joseph Abboud, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

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