Luke Dicks

Explainable Gaussian processes: a loss landscape perspective

2024 · Machine Learning Science and Technology

Abstract Prior beliefs about the latent function to shape inductive biases can be incorporated into a Gaussian process (GP) via the kernel. However, beyond kernel choices, the decision-making process of GP models remains poorly understood. …