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), where the learner queries each arm or action through a quantum reward oracle or its inverse. Prior wor…