111 citations · 338 across the 50 of their papers we have counts for
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Projection-Free Algorithm for Stochastic Bi-level Optimization
Zeeshan Akhtar, Amrit Singh Bedi, Srujan Teja Thomdapu +1
This work presents the first projection-free algorithm to solve stochastic bi-level optimization problems, where the objective function depends on the solution of another stochasti…
Zeroth and First Order Stochastic Frank-Wolfe Algorithms for Constrained Optimization
Zeeshan Akhtar, Ketan Rajawat
This paper considers stochastic convex optimization problems with two sets of constraints: (a) deterministic constraints on the domain of the optimization variable, which are diffi…
STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning
Prashant Khanduri, Pranay Sharma, Haibo Yang +4
Federated Learning (FL) refers to the paradigm where multiple worker nodes (WNs) build a joint model by using local data. Despite extensive research, for a generic non-convex FL pr…
Optimizing QoS for Erasure-Coded Wireless Data Centers
Srujan Teja Thomdapu, Ketan Rajawat
Cloud computing facilitates the access of applications and data from any location by a distributed storage system. Erasure codes offer better data replication technique with reduce…