Quantum Multi-Armed Bandits and Linear Bandits: Lower Bounds and Algorithms

Maoli Liu, Zhuohua Li, John C. S. Lui

We study quantum multi-armed bandits (QMAB) and quantum linear bandits (QLB) in the model of Wan et al. [2023], where the learner queries each arm or action through a quantum rewar…