General Lab Information

Tom Flynn

Associate Computational Scientist, Machine Learning Group, Computational Science Initiative

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
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

Tom's Links