Tom Flynn

Brookhaven National Laboratory

Computational Science Initiative
Bldg. 725, Room 2-185
P.O. Box 5000
Upton, NY 11973-5000

(631) 344-2885
tflynn@bnl.gov

Research | Education

Research Activities

Applied machine learning

• Secure machine learning inference with fully homomorphic encryption
• Physics informed ML for denoising XANES images
• Particle detection in Cryo-EM images
• Enrichment measurement for HALEU reactors
• Design optimization for edge localized mode (ELM)-free operating scenarios in Fusion Pilot Plants.
• Efficiently training ML models with differential privacy
• Computer architecture simulation using machine learning

Optimization and statistics

• Non-parametric change detection
• Analysis of optimization for ML
• Compression in distributed optimization
• Sensitivity analysis

Education

• Ph.D., Computer Science, CUNY Graduate Center, 2017
• B.A., Hunter College, 2011