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math.OC2025
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…
math.OC2024
Inferring Global Exponential Stability Properties using Lie-bracket Approximations
Marc Weber, Bahman Gharesifard, Christian Ebenbauer
In the present paper, a novel result for inferring uniform global, not semi-global, exponential stability in the sense of Lyapunov with respect to input-affine systems from global…