Statistical Guarantees for Variational Autoencoders using PAC-Bayesian
Theory

Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory

7 October 2023

Papers citing "Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory"

14 / 14 papers shown

Title
Multi-View Majority Vote Learning Algorithms: Direct Minimization of PAC-Bayesian Bounds Mehdi Hennequin Abdelkrim Zitouni K. Benabdeslem H. Elghazel Yacine Gaci 56 0 0 09 Nov 2024
A Markov Random Field Multi-Modal Variational AutoEncoder Fouad Oubari M. Baha Raphael Meunier Rodrigue Décatoire Mathilde Mougeot 61 0 0 18 Aug 2024
Online PAC-Bayes Learning Maxime Haddouche Benjamin Guedj 83 21 0 31 May 2022
Certifiably Robust Variational Autoencoders Ben Barrett A. Camuto M. Willetts Tom Rainforth AAML DRL 50 16 0 15 Feb 2021
NVAE: A Deep Hierarchical Variational Autoencoder Arash Vahdat Jan Kautz BDL 69 910 0 08 Jul 2020
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks Mahyar Fazlyab Alexander Robey Hamed Hassani M. Morari George J. Pappas 87 457 0 12 Jun 2019
A Primer on PAC-Bayesian Learning Benjamin Guedj 148 222 0 16 Jan 2019
Sorting out Lipschitz function approximation Cem Anil James Lucas Roger C. Grosse 86 321 0 13 Nov 2018
PAC-Bayes and Domain Adaptation Pascal Germain Amaury Habrard Franccois Laviolette Emilie Morvant 74 24 0 17 Jul 2017
PAC-Bayesian Theory Meets Bayesian Inference Pascal Germain Francis R. Bach Alexandre Lacoste Simon Lacoste-Julien 68 183 0 27 May 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 250 14,008 0 19 Nov 2015
Generating Sentences from a Continuous Space Samuel R. Bowman Luke Vilnis Oriol Vinyals Andrew M. Dai Rafal Jozefowicz Samy Bengio DRL 108 2,360 0 19 Nov 2015
Semi-Supervised Learning with Deep Generative Models Diederik P. Kingma Danilo Jimenez Rezende S. Mohamed Max Welling GAN SSL BDL 85 2,740 0 20 Jun 2014
Testing the Manifold Hypothesis Charles Fefferman S. Mitter Hariharan Narayanan 146 533 0 01 Oct 2013