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.OC2025
Constrained Stochastic Recursive Momentum Successive Convex Approximation
Basil M. Idrees, Lavish Arora, Ketan Rajawat
We consider stochastic optimization problems with non-convex functional constraints, such as those arising in trajectory generation, sparse approximation, and robust classification…