Risk-Aware Algorithms for Adversarial Contextual Bandits

Wen Sun, Debadeepta Dey, Ashish Kapoor

In this work we consider adversarial contextual bandits with risk constraints. At each round, nature prepares a context, a cost for each arm, and additionally a risk for each arm.…