Exploration via Feature Perturbation in Contextual Bandits

TL;DR

We propose *feature perturbation*, a simple yet effective exploration strategy for contextual bandits that injects randomness directly into feature inputs, instead of randomizing unknown parameters or…

Opening excerpt from the authors’ abstract. source