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Guilain Leduc

3 papers hereh-index 498 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG3

identity via Semantic Scholar / OpenAlex

most citedCentralized vs Decentralized Federated Learning: A trade-off performance analysis

5 citations · 5 across the 2 of their papers we have counts for

collaborators

3 papers

cs.LG2026

Optimized Federated Knowledge Distillation with Distributed Neural Architecture Search

Chaimaa Medjadji, Sylvain Kubler, Yves Le Traon +3

Federated Learning (FL) enables collaborative model training without centralizing data. However, real-world deployments must simultaneously address statistical heterogeneity across…

cs.LG2026★ 5 cited

Centralized vs Decentralized Federated Learning: A trade-off performance analysis

Chaimaa Medjadji, Guilain Leduc, Sylvain Kubler +1

Federated Learning (FL) has emerged as a promising paradigm for collaborative model training across distributed edge devices while preserving data privacy especially with the huge…

cs.LG2025

FedSparQ: Adaptive Sparse Quantization with Error Feedback for Robust & Efficient Federated Learning

Chaimaa Medjadji, Sadi Alawadi, Feras M. Awaysheh +3

Federated Learning (FL) enables collaborative model training across decentralized clients while preserving data privacy by keeping raw data local. However, FL suffers from signific…

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