2 papers
math.OC2026
Decentralized Stochastic Constrained Optimization via Prox-Linearization
Shivangi Dubey Sharma, Basil M. Idrees, Lavish Arora +1
This paper studies consensus-based decentralized stochastic optimization for minimizing possibly non-convex expected objectives with convex non-smooth regularizers and nonlinear fu…
math.OC2020
Practical Precoding via Asynchronous Stochastic Successive Convex Approximation
Basil M. Idrees, Javed Akhtar, Ketan Rajawat
We consider stochastic optimization of a smooth non-convex loss function with a convex non-smooth regularizer. In the online setting, where a single sample of the stochastic gradie…