4 papers
Transformers -- Messages in Disguise
Joshua H. Tyler, Mohamed K. M. Fadul, Donald R. Reising
Modern cryptography, such as Rivest Shamir Adleman (RSA) and Secure Hash Algorithm (SHA), has been designed by humans based on our understanding of cryptographic methods. Neural Ne…
Assessing Adversarial Replay and Deep Learning-Driven Attacks on Specific Emitter Identification-based Security Approaches
Joshua H. Tyler, Mohamed K. M. Fadul, Matthew R. Hilling +2
Specific Emitter Identification (SEI) detects, characterizes, and identifies emitters by exploiting distinct, inherent, and unintentional features in their transmitted signals. Sin…
An Investigation into the Impacts of Deep Learning-based Re-sampling on Specific Emitter Identification Performance
Mohamed K. M. Fadul, Donald R. Reising, Lakmali P. Weerasena
Increasing Internet of Things (IoT) deployments present a growing surface over which villainous actors can carry out attacks. This disturbing revelation is amplified by the fact th…
Improving RF-DNA Fingerprinting Performance in an Indoor Multipath Environment Using Semi-Supervised Learning
Mohamed k. Fadul, Donald R. Reising, Lakmali P. Weerasena +2
The number of Internet of Things (IoT) deployments is expected to reach 75.4 billion by 2025. Roughly 70% of all IoT devices employ weak or no encryption; thus, putting them and th…