Finding simplicity: unsupervised discovery of features, patterns, and
order parameters via shift-invariant variational autoencoders

Finding simplicity: unsupervised discovery of features, patterns, and order parameters via shift-invariant variational autoencoders

23 June 2021

Sergei V. Kalinin

ArXiv (abs)PDF HTML

Papers citing "Finding simplicity: unsupervised discovery of features, patterns, and order parameters via shift-invariant variational autoencoders"

11 / 11 papers shown

Title
Robust Feature Disentanglement in Imaging Data via Joint Invariant Variational Autoencoders: from Cards to Atoms M. Ziatdinov Sergei V. Kalinin DRL 27 6 0 20 Apr 2021
Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy Ayana Ghosh B. Sumpter Ondrej Dyck Sergei V. Kalinin M. Ziatdinov OOD 27 5 0 21 Jan 2021
Explicitly disentangling image content from translation and rotation with spatial-VAE Tristan Bepler Ellen D. Zhong Kotaro Kelley E. Brignole Bonnie Berger CoGe DRL 56 74 0 25 Sep 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 89 2,359 0 06 Jun 2019
Disentangling Factors of Variation Using Few Labels Francesco Locatello Michael Tschannen Stefan Bauer Gunnar Rätsch Bernhard Schölkopf Olivier Bachem DRL CML CoGe 94 124 0 03 May 2019
Making Convolutional Networks Shift-Invariant Again Richard Y. Zhang OOD 93 798 0 25 Apr 2019
Towards a Definition of Disentangled Representations I. Higgins David Amos David Pfau S. Racanière Loic Matthey Danilo Jimenez Rezende Alexander Lerchner OCL DRL 103 480 0 05 Dec 2018
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 124 1,471 0 29 Nov 2018
Exploring the Landscape of Spatial Robustness Logan Engstrom Brandon Tran Dimitris Tsipras Ludwig Schmidt Aleksander Madry AAML 78 363 0 07 Dec 2017
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,923 0 20 Dec 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,456 0 24 Jun 2012