Independent Subspace Analysis for Unsupervised Learning of Disentangled
Representations

Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations

5 September 2019

Sebastian Nowozin

Papers citing "Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations"

16 / 16 papers shown

Title
A Revisit of Total Correlation in Disentangled Variational Auto-Encoder with Partial Disentanglement Chengrui Li Yunmiao Wang Yule Wang Weihan Li Dieter Jaeger Anqi Wu CoGe DRL 76 0 0 04 Feb 2025
DUET: 2D Structured and Approximately Equivariant Representations Xavier Suau Federico Danieli Thomas Anderson Keller Arno Blaas Chen Huang Jason Ramapuram Dan Busbridge Luca Zappella 25 3 0 28 Jun 2023
Indeterminacy in Generative Models: Characterization and Strong Identifiability Quanhan Xi Benjamin Bloem-Reddy 11 22 0 02 Jun 2022
Topographic VAEs learn Equivariant Capsules Thomas Anderson Keller Max Welling BDL 36 38 0 03 Sep 2021
Exploring the Latent Space of Autoencoders with Interventional Assays Felix Leeb Stefan Bauer M. Besserve Bernhard Schölkopf DRL 49 17 0 30 Jun 2021
Local Disentanglement in Variational Auto-Encoders Using Jacobian $L_1$ Regularization Travers Rhodes Daniel D. Lee DRL 13 15 0 05 Jun 2021
Controlling Text Edition by Changing Answers of Specific Questions Lei Sha Patrick Hohenecker Thomas Lukasiewicz 120 7 0 23 May 2021
Demystifying Inductive Biases for $β$ -VAE Based Architectures Dominik Zietlow Michal Rolínek Georg Martius CoGe DRL CML 19 8 0 12 Feb 2021
Multi-type Disentanglement without Adversarial Training Lei Sha Thomas Lukasiewicz DRL 41 12 0 16 Dec 2020
Identification of Matrix Joint Block Diagonalization Yunfeng Cai Ping Li 9 2 0 02 Nov 2020
Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks Yaniv Yacoby Weiwei Pan Finale Doshi-Velez CML DRL 27 25 0 14 Jul 2020
On Disentangled Representations Learned From Correlated Data Frederik Trauble Elliot Creager Niki Kilbertus Francesco Locatello Andrea Dittadi Anirudh Goyal Bernhard Schölkopf Stefan Bauer OOD CML 29 115 0 14 Jun 2020
Structure by Architecture: Structured Representations without Regularization Felix Leeb Giulia Lanzillotta Yashas Annadani M. Besserve Stefan Bauer Bernhard Schölkopf OOD CML 38 8 0 14 Jun 2020
Learning Bijective Feature Maps for Linear ICA A. Camuto M. Willetts Brooks Paige Chris Holmes Stephen J. Roberts 12 3 0 18 Feb 2020
On Implicit Regularization in $β$ -VAEs Abhishek Kumar Ben Poole DRL 13 53 0 31 Jan 2020
Disentangling Interpretable Generative Parameters of Random and Real-World Graphs Niklas Stoehr Emine Yilmaz Marc Brockschmidt Jan Stuehmer BDL CML DRL 22 14 0 12 Oct 2019