High-Performance Computing Simulation and Data Science

Project Highlights

 
FY2021

Click on any of the project titles below to view a brief project summary,
or return to our Project Highlights page to view lists of FY21 projects in other research categories.

Project Title Project Code Principal Investigator Project Type Project Status
DENAS: Deep Neuroevolution at Scale 21-ERD-026 Samson Jacobs Exploratory Research Continuing
Next Generation Machine Learning 19-ERD-007 Rushil Anirudh Exploratory Research Final
Optimal High-Order Solvers 20-ERD-002 Will Pazner Exploratory Research Continuing
Safe and Trustworthy Machine Learning 20-ERD-014 Bhavya Kailkhura Exploratory Research Continuing
Scalable Multilevel Training of Large Neural Networks 19-ERD-019 Colin Ponce Exploratory Research Final
An Experimentally Validated Synergistic Membrane Model 21-ERD-047 Timothy Carpenter Exploratory Research Continuing
Advanced Physics Models for Particle-to-Particle Interactions 19-ERD-025 Kambiz Salari Exploratory Research Final
Active Learning for Rapid Design of Vaccines and Antibodies 20-ERD-032 Thomas Desautels Exploratory Research Continuing
Probabilistic Models for Dynamic Hypergraphs with Content 20-ERD-049 Grant Boquet Exploratory Research Continuing
Approximate High-Performance Computing: A Fast and Energy-Efficient Computing Paradigm in the Post-Moore Era 20-ERD-043 Harshitha Gopalakrishnan Menon Exploratory Research Continuing
Knowledge-Driven Machine Learning 21-ERD-012 Jayaraman Jayaraman Thiagarajan Exploratory Research Continuing
Hypothesis Testing via Artificial Intelligence: Generating Physically Interpretable Models of Scientific Data with Machine Learning 19-DR-003 Brenden Petersen Disruptive Research Continuing
Beating Monte Carlo: The Polynomial Method in Lattice Problems 19-DR-013 Christian Scullard Disruptive Research Continuing