Push-LSVRG-UP: Distributed Stochastic Optimization over Unbalanced Directed Networks with Uncoordinated Triggered Probabilities

The author presents Push-LSVRG-UP as a distributed stochastic optimization algorithm for large-scale convex finite-sum optimization problems over unbalanced directed networks, emphasizing accelerated linear convergence and reduced computational complexity.