AI AND SECURITY

• Privacy-preserving machine learning: secure computations and differential privacy
• Fairness-aware machine learning: fairness verification and certification
• Security-enhanced machine learning: adversarial robustness, poisoning attacks and model extraction attacks

STATISTICAL LEARNING AND ANALYSIS

• Deep representation learning
• Transfer learning