Elicitation and Decision Geometry in Single-Index Bandits

Sakshi Arya, Cheng Soon Ong

We study two-arm contextual bandits with arm-specific single indices and a shared unknown monotone link. Monotonicity makes the optimal action depend only on the contrast between t…