2021

Fall

Kernelized matrix factorization and incremental update

Author: Mohamed Hichem Hadhri, Supervisor: Othmane Safsafi

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Dynamic Neural Recommender System

Author: Alexander Glavackij, Supervisor: Othmane Safsafi

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Decentralized Representative Neighbourhood Construction for Machine Learning

Author: Maina Orchampt-Mareschal, Supervisor: Erick Lavoie

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Loss-based D-Cliques Optimization

Author: Karim Hadidane, Supervisor: Erick Lavoie

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Exploration of D-Cliques Variations and Edge Cases for Decentralized Federated Learning

Author: Raphäel Attias, Supervisor: Erick Lavoie

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Smallworld V2: Adding Apple Connectivity and Evaluating Recommender Application

Author: André Ramon Zarza Tapia, Supervisor: Erick Lavoie

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Gradient Guessing in Federated Learning

Author: Mohamed Yassine Boukhari, Supervisors: Rafael Pires, Akash Dhasade

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Scalability of Federated Learning

Author: Peng Ren, Supervisors: Rafael Pires, Akash Dhasade

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On Device Federated Learning Performance

Author: Kang Fu, Supervisors: Rafael Pires, Akash Dhasade

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Distributing kNN Graph Construction: Analyzing the Cluster and Conquer Algorithm and Its Performance

Author: Pauline Conti, Supervisor: Rafael Pires

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Summer

D-Cliques Construction (Summer@EPFL)

Interns: Paulette Vasquez, Alexandra Senderovich (equal contributions) Supervisor: Erick Lavoie

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Additional application: Dat Store

Interns: Guilhem Niot, Paulette Vazquez Supervisor: Erick Lavoie

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Spring

The cost of sharing in decentralized recommender systems

Author: Nevena Dresevic Supervisor: Rafael Pires

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Design and implementation of a decentralized car sharing matching algorithm

Author: Jeremy Dezalos Supervisor: Rafael Pires

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Design and development of a car sharing application through a publish subscribe middleware

Author: Ana Moreno Martínez Supervisor: Rafael Pires

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To share or not to share? What is the cost of privacy?

Author: Youssef El Ouazzani Supervisor: Rafael Pires

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Gossiping with Raspberry Pis Locally

Author: Romain Kuenzi Supervisor: Erick Lavoie

with minor revisions and new appendix by interns: Guilhem Niot, Paulette Vazquez

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