2021
Decentralized Representative Neighbourhood Construction for Machine Learning
Student: Maina Orchampt-Mareschal, Supervisor: Erick Lavoie
Loss-based D-Cliques Optimization
Student: Karim Hadidane, Supervisor: Erick Lavoie
Exploration of D-Cliques Variations and Edge Cases for Decentralized Federated Learning
Student: Raphäel Attias, Supervisor: Erick Lavoie
Smallworld V2: Adding Apple Connectivity and Evaluating Recommender Application
Student: André Ramon Zarza Tapia, Supervisor: Erick Lavoie
Gradient Guessing in Federated Learning
Student: Mohamed Yassine Boukhari, Supervisors: Rafael Pires, Akash Balasaheb
Scalability of Federated Learning
Student: Peng Ren, Supervisors: Rafael Pires, Akash Balasaheb
On Device Federated Learning Performance
Student: Kang Fu, Supervisors: Rafael Pires, Akash Balasaheb
Distributing kNN Graph Construction: Analyzing the Cluster and Conquer Algorithm and Its Performance
Student: Pauline Conti, Supervisor: Rafael Pires
D-Cliques Construction ([email protected])
Interns: Paulette Vasquez, Alexandra Senderovich (equal contributions) Supervisor: Erick Lavoie
The cost of sharing in decentralized recommender systems
Student: Nevena Dresevic Supervisor: Rafael Pires
Design and implementation of a decentralized car sharing matching algorithm
Student: Jeremy Dezalos Supervisor: Rafael Pires
Design and development of a car sharing application through a publish subscribe middleware
Student: Ana Moreno Martínez Supervisor: Rafael Pires
To share or not to share? What is the cost of privacy?
Student: Youssef El Ouazzani Supervisor: Rafael Pires
Gossiping with Raspberry Pis Locally
Student: Romain Kuenzi Supervisor: Erick Lavoie
with minor revisions and new appendix by interns: Guilhem Niot, Paulette Vazquez
Report, Report Sources, Source Code
Additional application: Dat Store
Interns: Guilhem Niot, Paulette Vazquez Supervisor: Erick Lavoie
2020
Implementation and convergence comparison of decentralized deep learning algorithms
Bachelor Student: Aman Bansal Supervisors: Erick Lavoie, Rafael Pires (alphabetical order)