Xian-Sheng Cai

Do Quantum AIs Dream in Paths? Path-Integral Slow Thinking through Grover Interference

Reinforcement learning with verifiable rewards enables large language models to think slowly, but the same training can induce policy collapse: probability concentrates onto a few successful trajectories and exploratory diversity erodes. We ask whether quantum AI can realize slow thinking differently. We formulate slow...