Push-LSVRG-UP: Distributed Stochastic Optimization Over Unbalanced Directed Networks With Uncoordinated Triggered Probabilities
Push-LSVRG-UP: Distributed Stochastic Optimization Over Unbalanced Directed Networks With Uncoordinated Triggered Probabilities
Distributed stochastic optimization, arising in the crossing and integration of traditional stochastic optimization, distributed computing and storage, and network science, has advantages of high efficiency and a low per-iteration computational complexity in resolving large-scale optimization problems. This paper concentrates on resolving a large-scale convex finite-sum optimization problem in a multi-agent …