Search Results for author: Alan Chung

Found 2 papers, 0 papers with code

Statistical Guarantees for Link Prediction using Graph Neural Networks

no code implementations5 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.

Link Prediction

When Is Partially Observable Reinforcement Learning Not Scary?

no code implementations19 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

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