3 citations · 10 across the 24 of their papers we have counts for
4 papers · 1 filter
Maximum Independent Set: Self-Training through Dynamic Programming
Lorenzo Brusca, Lars C. P. M. Quaedvlieg, Stratis Skoulakis +2
This work presents a graph neural network (GNN) framework for solving the maximum independent set (MIS) problem, inspired by dynamic programming (DP). Specifically, given a graph,…
Exponential Lower Bounds for Fictitious Play in Potential Games
Ioannis Panageas, Nikolas Patris, Stratis Skoulakis +1
Fictitious Play (FP) is a simple and natural dynamic for repeated play with many applications in game theory and multi-agent reinforcement learning. It was introduced by Brown (194…
Semi Bandit Dynamics in Congestion Games: Convergence to Nash Equilibrium and No-Regret Guarantees
Ioannis Panageas, Stratis Skoulakis, Luca Viano +2
In this work, we introduce a new variant of online gradient descent, which provably converges to Nash Equilibria and simultaneously attains sublinear regret for the class of conges…
Min-Max Optimization Made Simple: Approximating the Proximal Point Method via Contraction Maps
Volkan Cevher, Georgios Piliouras, Ryann Sim +1
In this paper we present a first-order method that admits near-optimal convergence rates for convex/concave min-max problems while requiring a simple and intuitive analysis. Simila…