2 papers
cs.LG2025
Function Spaces Without Kernels: Learning Compact Hilbert Space Representations
Su Ann Low, Quentin Rommel, Kevin S. Miller +2
Function encoders are a recent technique that learn neural network basis functions to form compact, adaptive representations of Hilbert spaces of functions. We show that function e…
eess.SY2024
Active Learning of Dynamics Using Prior Domain Knowledge in the Sampling Process
Kevin S. Miller, Adam J. Thorpe, Ufuk Topcu
We present an active learning algorithm for learning dynamics that leverages side information by explicitly incorporating prior domain knowledge into the sampling process. Our prop…