Before revision:  We propose to protect the decision path by the efficient additively homomorphic encryption method, which allows the disclosure of feature names and thus makes the federated decision trees interpretable .
After revision:  We propose to protect the decision path by the efficient additively homomorphic encryption method, which allows the disclosure of feature meaning by concealing decision paths with a communication-efficient secure computation method for inference outputs .