Tractable Multinomial Logit Contextual Bandits with Non-Linear Utilities

Taehyun Hwang, Dahngoon Kim, Min-hwan Oh

We study the multinomial logit (MNL) contextual bandit problem for sequential assortment selection. Although most existing research assumes utility functions to be linear in item f…