A Unified Optimism-Agnostic Framework for Linear Bandits over Spherical Action Sets

Arda Güçlü, Subhonmesh Bose, John R. Birge

Linear bandits model sequential decision-making problems with noisy rewards that are linear in the decision variable, where an agent must simultaneously learn about an unknown para…