@INPROCEEDINGS{11195001,
  author={Ibrahim, Omar Adel and Di Pietro, Roberto},
  booktitle={2025 IEEE Conference on Communications and Network Security (CNS)}, 
  title={Echo: On the Limitations of Noise-Based Radio Fingerprinting Obfuscation}, 
  year={2025},
  volume={},
  number={},
  pages={1-9},
  keywords={Training;Wireless communication;Threat modeling;Privacy;Error analysis;Radio transmitters;Autoencoders;Fingerprint recognition;Object recognition;Radiofrequency identification;Radio Frequency Fingerprinting (RFF);Finger-print Obfuscation;Transmitter Identification;Wireless Privacy;Signal Denoising},
  doi={10.1109/CNS66487.2025.11195001}}