VITS : Variational Inference Thompson Sampling for contextual bandits

Pierre Clavier, Tom Huix, Alain Durmus

In this paper, we introduce and analyze a variant of the Thompson sampling (TS) algorithm for contextual bandits. At each round, traditional TS requires samples from the current po…