Before revision:  A unified approach to " privacy-preserving interpretable and transferable learning " is presented via introducing the information theoretic measures for privacy-leakage, interpretability, and transferability.
After revision:  A unified approach to " privacy-preserving interpretable and transferable learning '' is considered to introduce the information theoretic measures for privacy-leakage, interpretability, and transferability.