The MNL contextual bandit is a multinomial generalization of generalized linear contextual bandits [23,30], particularly logistic bandits, that reduces to generalized linear bandits when the assortment contains a single item.
this extension is non-trivial since the MNL model cannot be expressed in the form of a generalized linear model [15]; hence, the results of generalized linear bandits do not directly apply.