Towards resilient machine learning for ransomware detection

21 December 2018

Papers citing "Towards resilient machine learning for ransomware detection"

32 / 32 papers shown

Title
Deep Transfer Learning for Static Malware Classification Li-Wei Chen 36 46 0 18 Dec 2018
Leveraging Machine Learning Techniques for Windows Ransomware Network Traffic Detection O. Alhawi James Baldwin Ali Dehghantanha 24 136 0 27 Jul 2018
Emulating malware authors for proactive protection using GANs over a distributed image visualization of dynamic file behavior Vineeth S. Bhaskara D. Bhattacharyya AAML 28 8 0 19 Jul 2018
Black-box Adversarial Attacks with Limited Queries and Information Andrew Ilyas Logan Engstrom Anish Athalye Jessy Lin MLAU AAML 160 1,198 0 23 Apr 2018
Adversarial Logit Pairing Harini Kannan Alexey Kurakin Ian Goodfellow AAML 92 628 0 16 Mar 2018
Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression Nilaksh Das Madhuri Shanbhogue Shang-Tse Chen Fred Hohman Siwei Li Li-Wei Chen Michael E. Kounavis Duen Horng Chau FedML AAML 67 227 0 19 Feb 2018
Deep Learning for Malicious Flow Detection Yun-Chun Chen Yu-Jhe Li Aragorn Tseng Tsungnan Lin AAML 38 38 0 09 Feb 2018
Generating Adversarial Examples with Adversarial Networks Chaowei Xiao Yue Liu Jun-Yan Zhu Warren He M. Liu D. Song GAN AAML 115 896 0 08 Jan 2018
$HeNet: A Deep Learning Approach on Intel$^\circledR$ Processor Trace for Effective Exploit Detection$ HeNet: A Deep Learning Approach on Intel $^\circledR$ Processor Trace for Effective Exploit Detection Li-Wei Chen Salmin Sultana R. Sahita 39 41 0 08 Jan 2018
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text Nicholas Carlini D. Wagner AAML 88 1,077 0 05 Jan 2018
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning Battista Biggio Fabio Roli AAML 98 1,407 0 08 Dec 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 269 12,029 0 19 Jun 2017
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods Nicholas Carlini D. Wagner AAML 118 1,854 0 20 May 2017
Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression Nilaksh Das Madhuri Shanbhogue Shang-Tse Chen Fred Hohman Li-Wei Chen Michael E. Kounavis Duen Horng Chau AAML 58 305 0 08 May 2017
Semi-supervised classification for dynamic Android malware detection Li-Wei Chen Mingwei Zhang Chih-Yuan Yang R. Sahita AAML 27 27 0 19 Apr 2017
Feature Squeezing: Detecting Adversarial Examples in Deep Neural Networks Weilin Xu David Evans Yanjun Qi AAML 69 1,260 0 04 Apr 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 163 4,825 0 26 Jan 2017
Software-Defined Networking-based Crypto Ransomware Detection Using HTTP Traffic Characteristics Krzysztof Cabaj Marcin Gregorczyk W. Mazurczyk 18 153 0 24 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 409 3,209 0 30 Oct 2016
DeepDGA: Adversarially-Tuned Domain Generation and Detection Hyrum S. Anderson Jonathan Woodbridge Bobby Filar AAML 53 198 0 06 Oct 2016
Automated Dynamic Analysis of Ransomware: Benefits, Limitations and use for Detection D. Sgandurra Luis Muñoz-González Rabih Mohsen Emil C. Lupu 40 268 0 10 Sep 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 226 8,548 0 16 Aug 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 517 5,893 0 08 Jul 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 613 38,735 0 09 Mar 2016
The Limitations of Deep Learning in Adversarial Settings Nicolas Papernot Patrick McDaniel S. Jha Matt Fredrikson Z. Berkay Celik A. Swami AAML 80 3,955 0 24 Nov 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 243 13,989 0 19 Nov 2015
DeepFool: a simple and accurate method to fool deep neural networks Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi P. Frossard AAML 123 4,886 0 14 Nov 2015
Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks Emily L. Denton Soumith Chintala Arthur Szlam Rob Fergus GAN 90 2,241 0 18 Jun 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 233 19,017 0 20 Dec 2014
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 240 10,394 0 06 Nov 2014
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 597 13,416 0 25 Aug 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 239 14,893 1 21 Dec 2013