4 papers
A Nonlinear Singular Value Theory for Neural Networks
Brian Charles Brown, Robert Bridges, David Grimsman +2
Recently Brown et al. [2025] established a singular value decomposition (SVD) for maps (especially nonlinear) satisfying certain norm conditions. We prove that most modern neural a…
SoK: Honeypots & LLMs, More Than the Sum of Their Parts?
Robert A. Bridges, Thomas R. Mitchell, Mauricio Muñoz +1
The advent of Large Language Models (LLMs) promised to resolve the long-standing paradox in honeypot design: achieving high-fidelity deception with low operational risk. Since late…
Destabilizing a Social Network Model via Intrinsic Feedback Vulnerabilities
Lane H. Rogers, Emma J. Reid, Robert A. Bridges
Social influence plays a significant role in shaping individual sentiments and actions, particularly in a world of ubiquitous digital interconnection. The rapid development of gene…
Evaluating lightweight unsupervised online IDS for masquerade attacks in CAN
Pablo Moriano, Steven C. Hespeler, Mingyan Li +1
Vehicular controller area networks (CANs) are susceptible to masquerade attacks by malicious adversaries. In masquerade attacks, adversaries silence a targeted ID and then send mal…