Federated Quantum Reinforcement Learning for Synthesis Path Planning of Targeted Drugs for Tau Proteins is presented in Figure . Our research hinges on the USPTO-50k chemical reaction template database, where we conducted training for both quantum reinforcement learning and reinforcement learning for reverse synthetic path analysis. Additionally, we introduced federated learning to safeguard the security of chemical reaction data.