On Implicit Regularization in $β$-VAEs

On Implicit Regularization in $β$ -VAEs

31 January 2020

Papers citing "On Implicit Regularization in $β$-VAEs"

13 / 13 papers shown

Title
RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR Segmentation Li Li Hubert P. H. Shum T. Breckon 3DPC 40 7 0 14 Jul 2024
On Kernel-based Variational Autoencoder Tian Qin Wei-Min Huang DRL BDL 58 1 0 21 May 2024
Flow Matching in Latent Space Quan Dao Hao Phung Binh Duc Nguyen Anh Tran 37 60 0 17 Jul 2023
Identifiability of latent-variable and structural-equation models: from linear to nonlinear Aapo Hyvarinen Ilyes Khemakhem R. Monti CML 30 41 0 06 Feb 2023
A Geometric Perspective on Variational Autoencoders Clément Chadebec S. Allassonnière DRL 26 21 0 15 Sep 2022
Implicit Regularization with Polynomial Growth in Deep Tensor Factorization Kais Hariz Hachem Kadri Stéphane Ayache Maher Moakher Thierry Artières 26 2 0 18 Jul 2022
Embrace the Gap: VAEs Perform Independent Mechanism Analysis Patrik Reizinger Luigi Gresele Jack Brady Julius von Kügelgen Dominik Zietlow Bernhard Schölkopf Georg Martius Wieland Brendel M. Besserve DRL 32 19 0 06 Jun 2022
Variational autoencoders in the presence of low-dimensional data: landscape and implicit bias Frederic Koehler Viraj Mehta Chenghui Zhou Andrej Risteski DRL 28 12 0 13 Dec 2021
Quantitative Understanding of VAE as a Non-linearly Scaled Isometric Embedding Akira Nakagawa Keizo Kato Taiji Suzuki DRL 15 9 0 30 Jul 2020
Towards a Theoretical Understanding of the Robustness of Variational Autoencoders A. Camuto M. Willetts Stephen J. Roberts Chris Holmes Tom Rainforth AAML DRL 21 29 0 14 Jul 2020
Regularized linear autoencoders recover the principal components, eventually Xuchan Bao James Lucas Sushant Sachdeva Roger C. Grosse 26 29 0 13 Jul 2020
Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations Jan Stühmer Richard E. Turner Sebastian Nowozin DRL BDL CoGe 111 25 0 05 Sep 2019
Bayesian Inference with Posterior Regularization and applications to Infinite Latent SVMs Jun Zhu Ning Chen Eric P. Xing BDL 65 157 0 05 Oct 2012