Research
As a Department of Energy lab, computer science research at Pacific Northwest National Lab (PNNL) is closely tied to or motivated by the needs of scientific applications. In this talk, I will present a brief…
Continual learning is the problem faced by intelligent agents of the sort that people and other animals are, that of learning increasingly complex skills and knowledge over time from experience, of becoming increasingly competent over…
Matrix completion is a well-studied problem with many machine learning applications. In practice, the problem is often solved by non-convex optimization algorithms. However, the current theoretical analysis for non-convex algorithms relies heavily on the assumption…
