On the Adversarial Robustness of Generative Autoencoders in the Latent Space

5 July 2023

Papers citing "On the Adversarial Robustness of Generative Autoencoders in the Latent Space"

30 / 30 papers shown

Title
Variational AutoEncoder for Reference based Image Super-Resolution Zhi-Song Liu W. Siu Li-Wen Wang SupR 37 42 0 08 Jun 2021
Opening the Black Box of Deep Neural Networks in Physical Layer Communication Jun Liu Haitao Zhao Dongtang Ma Kai Mei Jibo Wei AI4CE 40 3 0 02 Jun 2021
LAFEAT: Piercing Through Adversarial Defenses with Latent Features Yunrui Yu Xitong Gao Chengzhong Xu AAML FedML 43 44 0 19 Apr 2021
Reliably fast adversarial training via latent adversarial perturbation Geon Yeong Park Sang Wan Lee AAML 48 28 0 04 Apr 2021
Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks Anna Kuzina Max Welling Jakub M. Tomczak AAML DRL 51 10 0 10 Mar 2021
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder Longyuan Li Junchi Yan Haiyang Wang Yaohui Jin BDL AI4TS 57 140 0 02 Feb 2021
Regularization with Latent Space Virtual Adversarial Training Genki Osada Budrul Ahsan Revoti Prasad Bora Takashi Nishide 69 14 0 26 Nov 2020
Variational Autoencoder with Learned Latent Structure Marissa Connor Gregory H. Canal Christopher Rozell CML DRL 42 43 0 18 Jun 2020
On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond Chen Henry Wu P. Wang Wenjie Wang DRL 23 4 0 20 Apr 2020
Deterministic Decoding for Discrete Data in Variational Autoencoders Daniil Polykovskiy Dmitry Vetrov OffRL 28 8 0 04 Mar 2020
Type I Attack for Generative Models Chengjin Sun Sizhe Chen Jia Cai Xiaolin Huang AAML 35 10 0 04 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 202 10,591 0 17 Feb 2020
Improving VAEs' Robustness to Adversarial Attack M. Willetts A. Camuto Tom Rainforth Stephen J. Roberts Chris Holmes DRL AAML 57 5 0 01 Jun 2019
From Variational to Deterministic Autoencoders Partha Ghosh Mehdi S. M. Sajjadi Antonio Vergari Michael J. Black Bernhard Schölkopf DRL 60 271 0 29 Mar 2019
Recent Advances in Autoencoder-Based Representation Learning Michael Tschannen Olivier Bachem Mario Lucic OOD SSL DRL 50 442 0 12 Dec 2018
Taming VAEs Danilo Jimenez Rezende Fabio Viola DRL CML 36 183 0 01 Oct 2018
Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer David Berthelot Colin Raffel Aurko Roy Ian Goodfellow 39 262 0 19 Jul 2018
Adversarial Attacks on Variational Autoencoders George Gondim-Ribeiro Pedro Tabacof Eduardo Valle AAML DRL 31 43 0 12 Jun 2018
Resisting Adversarial Attacks using Gaussian Mixture Variational Autoencoders Partha Ghosh Arpan Losalka Michael J. Black AAML 35 78 0 31 May 2018
Towards the first adversarially robust neural network model on MNIST Lukas Schott Jonas Rauber Matthias Bethge Wieland Brendel AAML OOD 40 369 0 23 May 2018
Understanding Autoencoders with Information Theoretic Concepts Shujian Yu José C. Príncipe AI4CE 69 133 0 30 Mar 2018
Recurrent Neural Network-Based Semantic Variational Autoencoder for Sequence-to-Sequence Learning Myeongjun Jang Seungwan Seo Pilsung Kang DRL 65 55 0 09 Feb 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 265 11,610 0 11 Jan 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 225 11,962 0 19 Jun 2017
Adversarial examples for generative models Jernej Kos Ian S. Fischer D. Song GAN 51 273 0 22 Feb 2017
A Hybrid Convolutional Variational Autoencoder for Text Generation Stanislau Semeniuta Aliaksei Severyn Erhardt Barth 37 252 0 08 Feb 2017
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 368 8,999 0 10 Jun 2016
Information Theoretic-Learning Auto-Encoder Eder Santana Matthew S. Emigh José C. Príncipe DRL 33 20 0 22 Mar 2016
Adversarial Autoencoders Alireza Makhzani Jonathon Shlens Navdeep Jaitly Ian Goodfellow Brendan J. Frey GAN 66 2,224 0 18 Nov 2015
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 182 12,384 0 24 Jun 2012