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A Unified View of Stochastic Hamiltonian Sampling


Jun 30, 2021
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi


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Model Selection for Bayesian Autoencoders


Jun 11, 2021
Ba-Hien Tran, Simone Rossi, Dimitrios Milios, Pietro Michiardi, Edwin V. Bonilla, Maurizio Filippone


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Sparse within Sparse Gaussian Processes using Neighbor Information


Nov 12, 2020
Gia-Lac Tran, Dimitrios Milios, Pietro Michiardi, Maurizio Filippone

* 10 pages 

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Learning Optimal Conditional Priors For Disentangled Representations


Oct 19, 2020
Graziano Mita, Maurizio Filippone, Pietro Michiardi


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Maximum Roaming Multi-Task Learning


Jun 17, 2020
Lucas Pascal, Pietro Michiardi, Xavier Bost, Benoit Huet, Maria A. Zuluaga


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Isotropic SGD: a Practical Approach to Bayesian Posterior Sampling


Jun 09, 2020
Giulio Franzese, Rosa Candela, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi


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A Variational View on Bootstrap Ensembles as Bayesian Inference


Jun 08, 2020
Dimitrios Milios, Pietro Michiardi, Maurizio Filippone


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LIBRE: Learning Interpretable Boolean Rule Ensembles


Nov 15, 2019
Graziano Mita, Paolo Papotti, Maurizio Filippone, Pietro Michiardi


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Sparsification as a Remedy for Staleness in Distributed Asynchronous SGD


Oct 21, 2019
Rosa Candela, Giulio Franzese, Maurizio Filippone, Pietro Michiardi


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A comparative evaluation of novelty detection algorithms for discrete sequences


Feb 28, 2019
Rémi Domingues, Pietro Michiardi, Jérémie Barlet, Maurizio Filippone

* Submitted to Artificial Intelligence Review journal; 24 pages, 4 tables, 11 figures 

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Good Initializations of Variational Bayes for Deep Models


Oct 18, 2018
Simone Rossi, Pietro Michiardi, Maurizio Filippone

* 8 pages of main paper (+2 for references and +5 of supplement material) 

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Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification


May 28, 2018
Dimitrios Milios, Raffaello Camoriano, Pietro Michiardi, Lorenzo Rosasco, Maurizio Filippone


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Calibrating Deep Convolutional Gaussian Processes


May 26, 2018
Gia-Lac Tran, Edwin V. Bonilla, John P. Cunningham, Pietro Michiardi, Maurizio Filippone

* 12 pages 

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Random Feature Expansions for Deep Gaussian Processes


Mar 01, 2017
Kurt Cutajar, Edwin V. Bonilla, Pietro Michiardi, Maurizio Filippone


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