On PAC-Bayesian reconstruction guarantees for VAEs

23 February 2022

Papers citing "On PAC-Bayesian reconstruction guarantees for VAEs"

11 / 11 papers shown

Title
Embodied Active Learning of Generative Sensor-Object Models Allison Pinosky Todd D. Murphey LM&Ro 31 1 0 14 Oct 2024
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 28 9 0 21 Jun 2023
Learning Latent Representations to Co-Adapt to Humans Sagar Parekh Dylan P. Losey 18 12 0 19 Dec 2022
On the Convergence of the ELBO to Entropy Sums Jörg Lücke Jan Warnken 33 3 0 07 Sep 2022
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 60 196 0 21 Oct 2021
Learning PAC-Bayes Priors for Probabilistic Neural Networks Maria Perez-Ortiz Omar Rivasplata Benjamin Guedj M. Gleeson Jingyu Zhang John Shawe-Taylor M. Bober J. Kittler UQCV 56 31 0 21 Sep 2021
Statistical guarantees for generative models without domination Nicolas Schreuder Victor-Emmanuel Brunel A. Dalalyan GAN 65 34 0 19 Oct 2020
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 84 72 0 23 Oct 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 299 2,890 0 15 Sep 2016
PAC-Bayesian Estimation and Prediction in Sparse Additive Models Benjamin Guedj Pierre Alquier 102 47 0 06 Aug 2012
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 148 454 0 03 Dec 2007