Pawan Prakash
Scholar

Pawan Prakash

Google Scholar ID: CvLaEYYAAAAJ
University of Florida
Artificial IntelligenceGenerative AIMaterials DiscoverySuperconductivity
Homepage↗Google Scholar↗
Citations & Impact
All-time
Citations
3
 
H-index
1
 
i10-index
0
 
Publications
6
 
Co-authors
7
list available
Contact
GitHubOpen ↗LinkedInOpen ↗
Publications
1 items
Reinforcement Learning on the Discrete Composition Channel of a Crystal Generator: Validated Gains and Reward Hacking
2026
Cited
0
Resume
Background
  • Physics Ph.D. student at the University of Florida
  • Expertise in Guided Generative AI (e.g., Diffusion and Flow Matching) for materials science
  • Focus on AI-accelerated discovery of new materials, such as novel superconductors and molecular magnets
  • Proficient in PyTorch, PyTorch-Lightning, Python, High Performance Computing, and superconductivity
  • Experience with Machine Learning Potentials and Molecular Dynamics simulations
Co-authors
7 total
Richard G. Hennig
Richard G. Hennig
University of Florida
Stefano Martiniani
Stefano Martiniani
New York University
Adrian Roitberg
Adrian Roitberg
Frank Harris Professor. Department of Chemistry. University of Florida.
Ellad B. Tadmor
Ellad B. Tadmor
Professor of Aerospace Engineering and Mechanics, University of Minnesota
Philipp Höllmer
Philipp Höllmer
Simons Postdoctoral Fellow at New York University
Zeren Shui
Zeren Shui
Amazon
Peter J. Hirschfeld
Peter J. Hirschfeld
Distinguished Professor of Physics, University of Florida