A Poisson Jump-driven SDE Approach to Distributed Gradient Descent with Sparse Communication

Marc Weber, John Paul Strachan, Christian Ebenbauer

To bridge the gap between idealised communication models and the stochastic reality of networked systems, we introduce a framework for embedding asynchronous communication directly…