4 papers
Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets
Feras Al Taha, Eilyan Bitar
We consider a class of finite-horizon, linear-quadratic stochastic control problems, where the probability distribution governing the noise process is unknown but assumed to belong…
Learning in Time-Varying Monotone Network Games with Dynamic Populations
Feras Al Taha, Kiran Rokade, Francesca Parise
In this paper, we present a framework for multi-agent learning in a nonstationary dynamic network environment. More specifically, we examine projected gradient play in smooth monot…
Gradient Dynamics in Linear Quadratic Network Games with Time-Varying Connectivity and Population Fluctuation
Feras Al Taha, Kiran Rokade, Francesca Parise
In this paper, we consider a learning problem among non-cooperative agents interacting in a time-varying system. Specifically, we focus on repeated linear quadratic network games,…
Estimation of Unknown Payoff Parameters in Large Network Games
Feras Al Taha, Francesca Parise
We consider network games where a large number of agents interact according to a network sampled from a random network model, represented by a graphon. By exploiting previous resul…