523 citations · 584 across the 20 of their papers we have counts for
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cs.LG2022
Flow: Per-Instance Personalized Federated Learning Through Dynamic Routing
Kunjal Panchal, Sunav Choudhary, Nisarg Parikh +2
Personalization in Federated Learning (FL) aims to modify a collaboratively trained global model according to each client. Current approaches to personalization in FL are at a coar…
cs.DS2022
Correlated Stochastic Knapsack with a Submodular Objective
Sheng Yang, Samir Khuller, Sunav Choudhary +2
We study the correlated stochastic knapsack problem of a submodular target function, with optional additional constraints. We utilize the multilinear extension of submodular functi…