2 papers
math.OC2026
A Slow-Fast Stochastic Framework for Zeroth-Order Distributed Time-Varying Optimization
Wanying Li, Nan-jing Huang
This paper investigates the distributed time-varying optimization of stochastic multi-agent systems (SMASs) using only zero-order information. Unlike existing methods that directly…
math.OC2025
Time-Varying Distributed Optimization for A Class of Stochastic Multi-Agent Systems
Wan-ying Li, Nan-jing Huang
Distributed optimization problems have received much attention due to their privacy preservation, parallel computation, less communication, and strong robustness. This paper presen…