Eric Heim
Software Engineering Institute
Dr. Eric Heim is a senior machine learning research scientist at the SEI’s Emerging Technology Center. Before arriving at SEI, Heim led a basic and applied machine learning research group at the Air Force Research Laboratory, Information Directorate. Heim earned a doctoral degree in computer science in 2015 from the University of Pittsburgh. Heim’s research focuses on practical issues of applying machine learning methods to real-world environments. Such issues include: data-scarcity, model robustness, learning from structured data, and enabling models to express and reason about uncertainty in their predictions. Heim has applied his work to problems ranging from identifying man-made structures from LiDAR measurements of terrain to estimating RF signal propagation effects from aerial imagery.
Reference Architecture for Assuring Ethical Conduct in LAWS
• White Paper
By Andrew O. Mellinger , Eric Heim , Andrew Schellenberg , Emily Newman , Tyler Brooks , Charles Loughin
Assessing LLMs for High Stakes Applications
• White Paper
By Shannon Gallagher , Jasmine Ratchford , Tyler Brooks , Bryan Brown , Eric Heim , Bill Nichols , Scott McMillan , Swati Rallapalli , Carol J. Smith , Nathan M. VanHoudnos , Nick Winski , Andrew O. Mellinger
Towards Better Understanding of Domain Shift on Linear-Probed Visual Foundation Models
• White Paper
By Eric Heim
A Retrospective in Engineering Large Language Models for National Security
• White Paper
By Shannon Gallagher , Andrew O. Mellinger , Jasmine Ratchford , Nick Winski , Tyler Brooks , Eric Heim , Nathan M. VanHoudnos , Swati Rallapalli , William Nichols , Bryan Brown , Angelique McDowell , Hollen Barmer
Reference Architecture for Assuring Ethical Conduct in LAWS
• White Paper
By Andrew O. Mellinger , Eric Heim , Andrew Schellenberg , Emily Newman , Tyler Brooks , Charles Loughin
Assessing LLMs for High Stakes Applications
• White Paper
By Shannon Gallagher , Jasmine Ratchford , Tyler Brooks , Bryan Brown , Eric Heim , Bill Nichols , Scott McMillan , Swati Rallapalli , Carol J. Smith , Nathan M. VanHoudnos , Nick Winski , Andrew O. Mellinger
Towards Better Understanding of Domain Shift on Linear-Probed Visual Foundation Models
• White Paper
By Eric Heim
A Retrospective in Engineering Large Language Models for National Security
• White Paper
By Shannon Gallagher , Andrew O. Mellinger , Jasmine Ratchford , Nick Winski , Tyler Brooks , Eric Heim , Nathan M. VanHoudnos , Swati Rallapalli , William Nichols , Bryan Brown , Angelique McDowell , Hollen Barmer