Improving the Linearized Laplace Approximation via Quadratic Approximations

Pedro Jiménez, Luis A. Ortega, Pablo Morales-Álvarez +1

Deep neural networks (DNNs) often produce overconfident out-of-distribution predictions, motivating Bayesian uncertainty quantification. The Linearized Laplace Approximation (LLA)…