Generative Models for Security: Attacks, Defenses, and Opportunities

21 July 2021

Papers citing "Generative Models for Security: Attacks, Defenses, and Opportunities"

50 / 68 papers shown

Title
Synthetic Data -- Anonymisation Groundhog Day Theresa Stadler Bristena Oprisanu Carmela Troncoso 53 159 0 13 Nov 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 81 307 0 24 Aug 2020
AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows H. M. Dolatabadi S. Erfani C. Leckie AAML 63 66 0 15 Jul 2020
DP-CGAN: Differentially Private Synthetic Data and Label Generation Reihaneh Torkzadehmahani Peter Kairouz B. Paten SyDa 57 236 0 27 Jan 2020
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 137 976 0 23 Dec 2019
Label-Consistent Backdoor Attacks Alexander Turner Dimitris Tsipras Aleksander Madry AAML 43 389 0 05 Dec 2019
Release Strategies and the Social Impacts of Language Models Irene Solaiman Miles Brundage Jack Clark Amanda Askell Ariel Herbert-Voss ... Miles McCain Alex Newhouse Jason Blazakis Kris McGuffie Jasmine Wang 80 626 0 24 Aug 2019
FSGAN: Subject Agnostic Face Swapping and Reenactment Y. Nirkin Y. Keller Tal Hassner CVBM PICV 140 575 0 16 Aug 2019
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 100 1,246 0 01 Jul 2019
Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias Emily L. Denton B. Hutchinson Margaret Mitchell Timnit Gebru Andrew Zaldivar CVBM 52 130 0 14 Jun 2019
Reconstruction and Membership Inference Attacks against Generative Models Benjamin Hilprecht Martin Härterich Daniel Bernau AAML MIACV 59 188 0 07 Jun 2019
TS-RNN: Text Steganalysis Based on Recurrent Neural Networks Zhongliang Yang Ke Min Wang Jian Li Yongfeng Huang Yujin Zhang 42 87 0 30 May 2019
HYPE: A Benchmark for Human eYe Perceptual Evaluation of Generative Models Sharon Zhou Mitchell L. Gordon Ranjay Krishna Austin Narcomey Li Fei-Fei Michael S. Bernstein VLM EGVM 35 121 0 01 Apr 2019
Detecting GAN generated Fake Images using Co-occurrence Matrices L. Nataraj Tajuddin Manhar Mohammed S. Chandrasekaran A. Flenner Jawadul H. Bappy Amit K. Roy-Chowdhury B. S. Manjunath GAN 71 270 0 15 Mar 2019
GANSynth: Adversarial Neural Audio Synthesis Jesse Engel Kumar Krishna Agrawal Shuo Chen Ishaan Gulrajani Chris Donahue Adam Roberts 79 392 0 23 Feb 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 186 3,721 0 09 Jan 2019
Differentially Private Generative Adversarial Networks for Time Series, Continuous, and Discrete Open Data Lorenzo Frigerio Anderson Santana de Oliveira L. Gomez Patrick Duverger SyDa AI4TS 50 110 0 08 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals U. Ciftci Ilke Demir 79 377 0 08 Jan 2019
Finger-GAN: Generating Realistic Fingerprint Images Using Connectivity Imposed GAN Shervin Minaee AmirAli Abdolrashidi GAN 79 53 0 25 Dec 2018
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 529 10,527 0 12 Dec 2018
Adversarial Attacks and Defences: A Survey Anirban Chakraborty Manaar Alam Vishal Dey Anupam Chattopadhyay Debdeep Mukhopadhyay AAML OOD 65 679 0 28 Sep 2018
IDSGAN: Generative Adversarial Networks for Attack Generation against Intrusion Detection Zilong Lin Yong-yu Shi Zhi Xue AAML 51 262 0 06 Sep 2018
Recycle-GAN: Unsupervised Video Retargeting Aayush Bansal Shugao Ma Deva Ramanan Yaser Sheikh VGen DiffM 67 297 0 15 Aug 2018
Invisible Steganography via Generative Adversarial Networks Ru Zhang Shiqi Dong Jianyi Liu AAML GAN 46 203 0 23 Jul 2018
Residual Unfairness in Fair Machine Learning from Prejudiced Data Nathan Kallus Angela Zhou FaML 144 136 0 07 Jun 2018
On GANs and GMMs Eitan Richardson Yair Weiss GAN 138 151 0 31 May 2018
Constructing Unrestricted Adversarial Examples with Generative Models Yang Song Rui Shu Nate Kushman Stefano Ermon GAN AAML 208 304 0 21 May 2018
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models Pouya Samangouei Maya Kabkab Rama Chellappa AAML GAN 82 1,176 0 17 May 2018
Probabilistic Video Generation using Holistic Attribute Control Jiawei He Andreas M. Lehrmann Joseph Marino Greg Mori Leonid Sigal VGen DiffM DRL 54 77 0 21 Mar 2018
Cross-View Image Synthesis using Conditional GANs Krishna Regmi Ali Borji GAN 69 187 0 09 Mar 2018
Generating Artificial Data for Private Deep Learning Aleksei Triastcyn Boi Faltings 43 48 0 08 Mar 2018
Voice Impersonation using Generative Adversarial Networks Yang Gao Rita Singh Bhiksha Raj GAN 30 100 0 19 Feb 2018
MaskGAN: Better Text Generation via Filling in the______ W. Fedus Ian Goodfellow Andrew M. Dai 75 470 0 23 Jan 2018
The Robust Manifold Defense: Adversarial Training using Generative Models A. Jalal Andrew Ilyas C. Daskalakis A. Dimakis AAML 56 174 0 26 Dec 2017
Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Xinyun Chen Chang-rui Liu Yue Liu Kimberly Lu D. Song AAML SILM 106 1,833 0 15 Dec 2017
Latent Constraints: Learning to Generate Conditionally from Unconditional Generative Models Jesse Engel Matthew Hoffman Adam Roberts DRL 60 140 0 15 Nov 2017
Generating Natural Adversarial Examples Zhengli Zhao Dheeru Dua Sameer Singh GAN AAML 158 599 0 31 Oct 2017
MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment Hao-Wen Dong Wen-Yi Hsiao Li-Chia Yang Yi-Hsuan Yang MGen GAN 82 544 0 19 Sep 2017
PassGAN: A Deep Learning Approach for Password Guessing Briland Hitaj Paolo Gasti G. Ateniese Fernando Perez-Cruz GAN 65 247 0 01 Sep 2017
The Reversible Residual Network: Backpropagation Without Storing Activations Aidan Gomez Mengye Ren R. Urtasun Roger C. Grosse 71 546 0 14 Jul 2017
SSGAN: Secure Steganography Based on Generative Adversarial Networks Haichao Shi Jing Dong Wei Wang Y. Qian Xiaoyu Zhang GAN 46 205 0 06 Jul 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 263 12,029 0 19 Jun 2017
Black-Box Attacks against RNN based Malware Detection Algorithms Weiwei Hu Ying Tan 41 150 0 23 May 2017
The Pose Knows: Video Forecasting by Generating Pose Futures Jacob Walker Kenneth Marino Abhinav Gupta M. Hebert 73 349 0 28 Apr 2017
Steganographic Generative Adversarial Networks Denis Volkhonskiy Ivan Nazarov Evgeny Burnaev GAN 62 214 0 16 Mar 2017
Toward Controlled Generation of Text Zhiting Hu Zichao Yang Xiaodan Liang Ruslan Salakhutdinov Eric Xing 153 990 0 02 Mar 2017
Adversarial examples for generative models Jernej Kos Ian S. Fischer D. Song GAN 62 273 0 22 Feb 2017
Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN Weiwei Hu Ying Tan GAN 65 461 0 20 Feb 2017
Ensembles of Generative Adversarial Networks Yaxing Wang Lichao Zhang Joost van de Weijer GAN 52 52 0 03 Dec 2016
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 303 4,569 0 13 Nov 2016