Completed Student Projects

Spring 2024

Do Opposites Attract? Optimizing Decentralized Learning: Enhancing Node Performance through Model Distance in Non-IID Settings

Author: Hugo Lanfranchi, Supervisors: Sayan Biswas, Martijn de Vos

Report

Enhancing Fairness in Decentralized Learning with Clustering-based Personalization of Models

Author: Thibaud Trinca, Supervisors: Sayan Biswas, Martijn de Vos, Rishi Sharma

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A Comparative Evaluation of Decentralized Learning Algorithms using Realistic Real-world Traces

Author: Lubor Budaj, Supervisors: Sayan Biswas, Martijn de Vos, Rishi Sharma

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Fall 2023

Studying partially-centralized distributed learning

Author: Mathis Randl, Supervisors: Akash Dhasade, Martijn de Vos, Rafael Pires, Rishi Sharma

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Spring 2023

Privacy Preserving KNN Graph Contruction

Author: Mohamed Yassine Boukhari, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

Unki: A restaurant recommender system for individuals, groups and diversity

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

Report

On the Efficiency of Sharing Distilled Data in Federated Learning

Author: Pascal Epple, Supervisors: Akash Dhasade, Rafael Pires

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UDP Communication Protocol for Decentralized Learning

Author: Emna Fendri, Supervisors: Rafael Pires, Rishi Sharma

Report, Code

Improving Collaborative Inference: Adversarial and Ensemble Learning Approaches in Distributed Machine Learning

Author: Selim Mouaffak, Supervisors: Akash Dhasade, Rafael Pires

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A Performance Evaluation of a Hybrid Approach to Collaborative Learning

Author: Mathis Randl, Supervisors: Rafael Pires, Rishi Sharma

Report, Code