9 citations · 19 across the 5 of their papers we have counts for
5 papers
Probability-Reduction of Geolocation using Reconfigurable Intelligent Surface Reflections
Anders M. Buvarp, Daniel J. Jakubisin, William C. Headley +1
With the recent introduction of electromagnetic meta-surfaces and reconfigurable intelligent surfaces, a paradigm shift is currently taking place in the world of wireless communica…
Scaled-Time-Attention Robust Edge Network
Richard Lau, Lihan Yao, Todd Huster +6
This paper describes a systematic approach towards building a new family of neural networks based on a delay-loop version of a reservoir neural network. The resulting architecture,…
Investigating a Spectral Deception Loss Metric for Training Machine Learning-based Evasion Attacks
Matthew DelVecchio, Vanessa Arndorfer, William C. Headley
Adversarial evasion attacks have been very successful in causing poor performance in a wide variety of machine learning applications. One such application is radio frequency spectr…
Effects of Forward Error Correction on Communications Aware Evasion Attacks
Matthew DelVecchio, Bryse Flowers, William C. Headley
Recent work has shown the impact of adversarial machine learning on deep neural networks (DNNs) developed for Radio Frequency Machine Learning (RFML) applications. While these atta…
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments
Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu +3
Dynamic spectrum access (DSA) benefits from detection and classification of interference sources including in-network users, out-network users, and jammers that may all coexist in…