3 citations · 3 across the 2 of their papers we have counts for
2 papers
cs.LG2026
Optimization Trade-offs in Asynchronous Federated Learning: A Stochastic Networks Approach
Abdelkrim Alahyane, Céline Comte, Matthieu Jonckheere
Synchronous federated learning scales poorly due to the straggler effect. Asynchronous algorithms increase the update throughput by processing updates upon arrival, but they introd…
math.PR2022★ 3 cited
Performance Evaluation of Stochastic Bipartite Matching Models
Céline Comte, Jan-Pieter Dorsman
We consider a stochastic bipartite matching model consisting of multi-class customers and multi-class servers. Compatibility constraints between the customer and server classes are…