A statistical mechanics framework for Bayesian deep neural networks beyond the infinite-width limit
R. Pacelli, S. Ariosto, Mauro Pastore, Francesco Ginelli, Marco Gherardi, Pietro Rotondo
Topics & Concepts
Artificial neural networkLimit (mathematics)Deep learningGeneralizationComputer sciencePartition function (quantum field theory)Function (biology)Statistical mechanicsPartition (number theory)Deep neural networksThermodynamic limitApplied mathematicsArtificial intelligenceMathematicsAlgorithmTheoretical computer scienceStatistical physicsMathematical analysisPhysicsEvolutionary biologyCombinatoricsBiologyQuantum mechanicsGaussian Processes and Bayesian InferenceStatistical Mechanics and EntropyModel Reduction and Neural Networks