7 citations · 22 across the 17 of their papers we have counts for
3 papers · 1 filter
A Canonical Form for First-Order Distributed Optimization Algorithms
Akhil Sundararajan, Bryan Van Scoy, Laurent Lessard
We consider the distributed optimization problem in which a network of agents aims to minimize the average of local functions. To solve this problem, several algorithms have recent…
Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees
Adrien Taylor, Bryan Van Scoy, Laurent Lessard
We present a novel way of generating Lyapunov functions for proving linear convergence rates of first-order optimization methods. Our approach provably obtains the fastest linear c…
Tutorial on dynamic average consensus: the problem, its applications, and the algorithms
Solmaz S. Kia, Bryan Van Scoy, Jorge Cortes +3
This paper considers the problem of dynamic average consensus algorithm design for a group of communicating agents. This problem consists of designing a distributed algorithm that…