This dataset contains adversarial attacks on Deep Learning (DL) when it is employed for the classification of wireless modulated communication signals. The attack is executed with an obfuscating waveform that is embedded in the transmitted signal in such a way that prevents the extraction of clean data for training from a wireless eavesdropper. At the same time it allows a legitimate receiver (LRx) to demodulate the data.

Dataset Files

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[1] Dimitrios Varkatzas, Antonios Argyriou, "A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification", IEEE Dataport, 2023. [Online]. Available: http://dx.doi.org/10.21227/6szh-qd43. Accessed: Feb. 29, 2024.
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doi = {10.21227/6szh-qd43},
url = {http://dx.doi.org/10.21227/6szh-qd43},
author = {Dimitrios Varkatzas; Antonios Argyriou },
publisher = {IEEE Dataport},
title = {A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification},
year = {2023} }
TY - DATA
T1 - A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification
AU - Dimitrios Varkatzas; Antonios Argyriou
PY - 2023
PB - IEEE Dataport
UR - 10.21227/6szh-qd43
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Dimitrios Varkatzas, Antonios Argyriou. (2023). A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification. IEEE Dataport. http://dx.doi.org/10.21227/6szh-qd43
Dimitrios Varkatzas, Antonios Argyriou, 2023. A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification. Available at: http://dx.doi.org/10.21227/6szh-qd43.
Dimitrios Varkatzas, Antonios Argyriou. (2023). "A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification." Web.
1. Dimitrios Varkatzas, Antonios Argyriou. A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification [Internet]. IEEE Dataport; 2023. Available from : http://dx.doi.org/10.21227/6szh-qd43
Dimitrios Varkatzas, Antonios Argyriou. "A Dataset with Adversarial Attacks on Deep Learning in Wireless Modulation Classification." doi: 10.21227/6szh-qd43