Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints

Hengquan Guo, Qi Zhu, Xin Liu

This paper studies the problem of stochastic continuum-armed bandit with constraints (SCBwC), where we optimize a black-box reward function $f(x)$ subject to a black-box constraint…