Before revision:  However, the interpretability are compromised in these works such as SecureBoost since the feature names are not exposed to avoid possible data breaches due to the unprotected decision path.
After revision:  However, the interpretability are compromised in these works such as SecureBoost with anonymous features to avoid possible data breaches due to the unprotected decision path.