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20142021
most citedDirichlet-based Gaussian Processes for Large-scale Calibrated Classification

33 citations · 73 across the 12 of their papers we have counts for

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stat.ML2021

Model Selection for Bayesian Autoencoders

Ba-Hien Tran, Simone Rossi, Dimitrios Milios +3

We develop a novel method for carrying out model selection for Bayesian autoencoders (BAEs) by means of prior hyper-parameter optimization. Inspired by the common practice of type-…

cs.LG2021

Revisiting the Effects of Stochasticity for Hamiltonian Samplers

Giulio Franzese, Dimitrios Milios, Maurizio Filippone +1

We revisit the theoretical properties of Hamiltonian stochastic differential equations (SDES) for Bayesian posterior sampling, and we study the two types of errors that arise from…