Considering the commercial value and privacy concerns surrounding chemical reaction datasets, we implemented federated learning to safeguard their privacy. Figure illustrates our approach about Federated Quantum Reinforcement Learning (FQRL). Introducing quantum neural networks into privacy-preserving federated learning leads to enhancements in communication efficiency. Communication between server and client come from the exchange of the parameter of agent neural network.