Adversarial Machine Learning and Defense Game for NextG Signal Classification with Deep Learning

22 December 2022

Papers citing "Adversarial Machine Learning and Defense Game for NextG Signal Classification with Deep Learning"

17 / 17 papers shown

Title
Adversarial Machine Learning for 5G Communications Security Y. Sagduyu T. Erpek Yi Shi AAML 75 43 0 07 Jan 2021
Deep Learning for Wireless Communications T. Erpek Tim O'Shea Y. Sagduyu Yi Shi T. Clancy 89 138 0 12 May 2020
Channel-Aware Adversarial Attacks Against Deep Learning-Based Wireless Signal Classifiers Brian Kim Y. Sagduyu Kemal Davaslioglu T. Erpek S. Ulukus AAML 71 117 0 11 May 2020
Over-the-Air Adversarial Attacks on Deep Learning Based Modulation Classifier over Wireless Channels Brian Kim Y. Sagduyu Kemal Davaslioglu T. Erpek S. Ulukus AAML 101 70 0 05 Feb 2020
When Wireless Security Meets Machine Learning: Motivation, Challenges, and Research Directions Y. Sagduyu Yi Shi T. Erpek William C. Headley Bryse Flowers G. Stantchev Zhuo Lu AAML 57 39 0 24 Jan 2020
Adversarial Deep Learning for Over-the-Air Spectrum Poisoning Attacks Y. Sagduyu Yi Shi T. Erpek AAML 62 83 0 01 Nov 2019
Trojan Attacks on Wireless Signal Classification with Adversarial Machine Learning Kemal Davaslioglu Y. Sagduyu AAML 43 58 0 23 Oct 2019
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments Yi Shi Kemal Davaslioglu Y. Sagduyu William C. Headley Michael Fowler Gilbert Green 41 93 0 25 Sep 2019
IoT Network Security from the Perspective of Adversarial Deep Learning Y. Sagduyu Yi Shi T. Erpek AAML 46 78 0 31 May 2019
When Attackers Meet AI: Learning-empowered Attacks in Cooperative Spectrum Sensing Z. Luo Shangqing Zhao Zhuo Lu Jie Xu Y. Sagduyu AAML 48 53 0 04 May 2019
Generative Adversarial Network for Wireless Signal Spoofing Yi Shi Kemal Davaslioglu Y. Sagduyu GAN AAML 53 78 0 03 May 2019
Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications Bryse Flowers R. M. Buehrer William C. Headley AAML 71 125 0 01 Mar 2019
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection Muhammad Zaid Hameed András Gyorgy Deniz Gunduz AAML 65 73 0 27 Feb 2019
Spectrum Data Poisoning with Adversarial Deep Learning Yi Shi T. Erpek Y. Sagduyu Jason H. Li AAML 47 72 0 26 Jan 2019
Adversarial Attacks on Deep-Learning Based Radio Signal Classification Meysam Sadeghi Erik G. Larsson AAML 43 260 0 23 Aug 2018
Deep Learning for Launching and Mitigating Wireless Jamming Attacks T. Erpek Y. Sagduyu Yi Shi AAML 43 192 0 03 Jul 2018
Deep Learning Classification of 3.5 GHz Band Spectrograms with Applications to Spectrum Sensing W. Max Lees Adam Wunderlich Peter J. Jeavons P. Hale M. Souryal 55 88 0 19 Jun 2018