#Bandits

Risk-Sensitive Non-Parametric and Kernel Bandits: CPT Regret at No Extra Cost

NPCB introduces Cumulative Prospect Theory into non-parametric and kernel Bandits, proving CPT risk-sensitive regret matches classical non-parametric Bandits with no extra cost, and extends to unknown noise CDF and kernel methods.