W. Ronny Huang
Scholar

W. Ronny Huang

Google Scholar ID: UxdgwBUAAAAJ
Google DeepMind
natural language processingdeep learningoptical physics
Citations & Impact
All-time
Citations
8,359
 
H-index
27
 
i10-index
37
 
Publications
20
 
Co-authors
35
list available
Publications
20 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
  • Publications: 'MetaPoison: Practical General-purpose Clean-label Data Poisoning', 'DeepErase: Weakly Supervised Artifact Removal from Document Text Images', 'Strong Baseline Defenses Against Clean-Label Poisoning Attacks', etc.
Research Experience
  • Machine Learning Researcher at EY LLP and the University of Maryland; previously worked for 8 years in optical physics at MIT, NASA, German Electron Synchrotron, and MIT Lincoln Lab.
Education
  • Ph.D., Electrical Engineering and Computer Science, 2017, Massachusetts Institute of Technology; B.Sc., Applied and Engineering Physics, 2009, Cornell University
Background
  • Machine Learning Researcher, focused primarily on deep learning. Research interests include adversarial machine learning, generalization in ML, and optics and photonics.
Miscellany
  • Interests: Transitioned from optical physics to machine learning out of fascination with the remarkable results of deep learning and a curiosity about the inner workings of intelligence, aiming to build robust, interpretable, and generalizable machines.