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math.OC2023
Adaptive Consensus: A network pruning approach for decentralized optimization
Suhail M. Shah, Albert S. Berahas, Raghu Bollapragada
We consider network-based decentralized optimization problems, where each node in the network possesses a local function and the objective is to collectively attain a consensus sol…
math.OC2023
A Stochastic Gradient Tracking Algorithm for Decentralized Optimization With Inexact Communication
Suhail M. Shah, Raghu Bollapragada
Decentralized optimization is typically studied under the assumption of noise-free transmission. However, real-world scenarios often involve the presence of noise due to factors su…