Deep Learning for RF Signal Classification in Unknown and Dynamic
Spectrum Environments

Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments

25 September 2019

Kemal Davaslioglu

William C. Headley

Papers citing "Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments"

14 / 14 papers shown

Title
IoT Network Security from the Perspective of Adversarial Deep Learning Y. Sagduyu Yi Shi T. Erpek AAML 40 78 0 31 May 2019
Generative Adversarial Network for Wireless Signal Spoofing Yi Shi Kemal Davaslioglu Y. Sagduyu GAN AAML 39 78 0 03 May 2019
Spectrum Data Poisoning with Adversarial Deep Learning Yi Shi T. Erpek Y. Sagduyu Jason H. Li AAML 40 72 0 26 Jan 2019
The Importance of Being Earnest: Performance of Modulation Classification for Real RF Signals Colin de Vrieze L. Simić P. Mähönen 34 17 0 17 Sep 2018
Deep Learning for Launching and Mitigating Wireless Jamming Attacks T. Erpek Y. Sagduyu Yi Shi AAML 43 192 0 03 Jul 2018
Generative Adversarial Learning for Spectrum Sensing Kemal Davaslioglu Y. Sagduyu GAN 41 89 0 02 Apr 2018
Over the Air Deep Learning Based Radio Signal Classification Tim O'Shea Tamoghna Roy T. Clancy 71 1,081 0 13 Dec 2017
Artificial Neural Networks-Based Machine Learning for Wireless Networks: A Tutorial Mingzhe Chen Ursula Challita Walid Saad Changchuan Yin Mérouane Debbah 60 208 0 09 Oct 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 352 7,498 0 02 Dec 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 429 18,346 0 27 May 2016
Convolutional Radio Modulation Recognition Networks Tim O'Shea Johnathan Corgan T. Clancy 33 1,086 0 12 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014
Machine Learning in Wireless Sensor Networks: Algorithms, Strategies, and Applications Mohammad Abu Alsheikh Shaowei Lin Dusit Niyato H. Tan 58 827 0 18 May 2014
An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks Ian Goodfellow M. Berk Mirza Xia Da Aaron Courville Yoshua Bengio 144 1,442 0 21 Dec 2013