Conservative Exploration using Interleaving

Sumeet Katariya, Branislav Kveton, Zheng Wen, Vamsi K. Potluru

Abstract: In many practical problems, a learning agent may want to learn the best action in hindsight without ever taking a bad action, which is much worse than a default production action. In general, this ...