consensus 1distributed optimization 1singular perturbation 1stochastic systems 1time-varying optimization 1zeroth-order methods 1
From the 1 of 3 linked papers with an AI index.
3 papers
math.OC2026
A Slow-Fast Stochastic Framework for Zeroth-Order Distributed Time-Varying Optimization
Wanying Li, Nan-jing Huang
The paper proposes a distributed optimization algorithm for stochastic multi‑agent systems that uses only function‑value (zero‑order) information, employing a slow‑fast stochastic…
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…
math.OC2024
FxTS-Net: Fixed-Time Stable Learning Framework for Neural ODEs
Chaoyang Luo, Yan Zou, Wanying Li +1
Neural Ordinary Differential Equations (Neural ODEs), as a novel category of modeling big data methods, cleverly link traditional neural networks and dynamical systems. However, it…