Sairaj Dhople

A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms

In modern machine learning systems, distributed algorithms are deployed across applications to ensure data privacy and optimal utilization of computational resources. This work offers a fresh perspective to model, analyze, and design distributed optimization algorithms through the lens of stochastic…