Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory

7 October 2023

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

6 / 6 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 28 0 0 09 Nov 2024
Embodied Active Learning of Generative Sensor-Object Models Allison Pinosky Todd D. Murphey LM&Ro 26 1 0 14 Oct 2024
A Markov Random Field Multi-Modal Variational AutoEncoder Fouad Oubari M. Baha Raphael Meunier Rodrigue Décatoire Mathilde Mougeot 36 0 0 18 Aug 2024
On the Convergence of the ELBO to Entropy Sums Jörg Lücke Jan Warnken 31 3 0 07 Sep 2022
On PAC-Bayesian reconstruction guarantees for VAEs Badr-Eddine Chérief-Abdellatif Yuyang Shi Arnaud Doucet Benjamin Guedj DRL 45 17 0 23 Feb 2022
Statistical guarantees for generative models without domination Nicolas Schreuder Victor-Emmanuel Brunel A. Dalalyan GAN 65 34 0 19 Oct 2020