Hi @santhoshcameo,
Thank you for asking the question. I would suggest reading Truly privacy-preserving federated analytics for precision medicine with multiparty homomorphic encryption | Nature Communications as a starting point, which describes a hybrid FL + HE approach. There are already some related (more technical) topics on this in the OpenFHE discourse forum.