Optimality of Sub-network Laplace Approximations: New Results and Methods

Swarnali Raha, Kshitij Khare, Rohit K Patra

Although the Laplace approximation offers a simple route to uncertainty quantification in deep neural networks, its reliance on inverting large Hessian matrices has motivated a ran…