Adversarial Attack and Defense for LoRa Device Identification and Authentication via Deep Learning

31 December 2024

Papers citing "Adversarial Attack and Defense for LoRa Device Identification and Authentication via Deep Learning"

19 / 19 papers shown

Title
Continual Deep Reinforcement Learning to Prevent Catastrophic Forgetting in Jamming Mitigation Kemal Davaslioglu Sastry Kompella T. Erpek Y. Sagduyu 43 1 0 14 Oct 2024
Adversarial Attacks on LoRa Device Identification and Rogue Signal Detection with Deep Learning Y. Sagduyu T. Erpek 43 3 0 27 Dec 2023
White-Box Adversarial Attacks on Deep Learning-Based Radio Frequency Fingerprint Identification Jie Ma Junqing Zhang Guanxiong Shen A. Marshall Chip Hong Chang AAML 42 5 0 14 Aug 2023
Multi-task Learning Approach for Automatic Modulation and Wireless Signal Classification Anu Jagannath Jithin Jagannath 55 30 0 25 Jan 2021
Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers Brian Kim Y. Sagduyu T. Erpek Kemal Davaslioglu S. Ulukus AAML 56 20 0 03 Dec 2020
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 77 118 0 11 May 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
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
Generative Adversarial Network for Wireless Signal Spoofing Yi Shi Kemal Davaslioglu Y. Sagduyu GAN AAML 53 78 0 03 May 2019
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 169 2,052 0 08 Feb 2019
Adversarial Attacks on Deep-Learning Based Radio Signal Classification Meysam Sadeghi Erik G. Larsson AAML 48 260 0 23 Aug 2018
A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security M. Al-garadi Amr M. Mohamed A. Al-Ali Xiaojiang Du Mohsen Guizani 73 821 0 29 Jul 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 319 12,138 0 19 Jun 2017
Deep Architectures for Modulation Recognition Nathan E. West Tim O'Shea 59 408 0 27 Mar 2017
Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples Nicolas Papernot Patrick McDaniel Ian Goodfellow SILM AAML 116 1,742 0 24 May 2016
Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks Nicolas Papernot Patrick McDaniel Xi Wu S. Jha A. Swami AAML 118 3,077 0 14 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 282 19,129 0 20 Dec 2014