At ASAP lab, we design and develop privacy-preserving machine learning and healthcare systems ASAP. We mainly work on the following:

• Secure and private federated learning pipelines relying on homomorphic encryption
  
• Privacy-preserving healthcare systems such as drug discovery and single-cell analysis
  
• Privacy attacks and defense mechanisms for machine learning