no code implementations • 5 Feb 2024 • Alan Chung, Amin Saberi, Morgane Austern
This paper derives statistical guarantees for the performance of Graph Neural Networks (GNNs) in link prediction tasks on graphs generated by a graphon.
no code implementations • 19 Apr 2022 • Qinghua Liu, Alan Chung, Csaba Szepesvári, Chi Jin
Applications of Reinforcement Learning (RL), in which agents learn to make a sequence of decisions despite lacking complete information about the latent states of the controlled system, that is, they act under partial observability of the states, are ubiquitous.
Partially Observable Reinforcement Learning reinforcement-learning +1