17 citations · 18 across the 7 of their papers we have counts for
7 papers
No-Regret Bayesian Optimization with Finite-Library Input-Warped Kernels
Edvin Ketabati Augustinsson, Robert A. Bridges
Gaussian-process Bayesian optimization (GP-BO) excels at black-box optimization of costly functions, e.g., hyperparameter optimization (HPO) and multi-agent system (MAS) design. Co…
A Nonlinear Singular Value Theory for Neural Networks
Brian Charles Brown, Mauricio Munoz, Robert Bridges +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…
Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?
Robert A. Bridges, Vandy J. Tombs, Christopher B. Stanley
The Exponential Mechanism (ExpM), designed for private optimization, has been historically sidelined from use on continuous sample spaces, as it requires sampling from a generally…
A Survey of Intrusion Detection Systems Leveraging Host Data
Tarrah R. Glass-Vanderlan, Michael D. Iannacone, Maria S. Vincent +3
This survey focuses on intrusion detection systems (IDS) that leverage host-based data sources for detecting attacks on enterprise network. The host-based IDS (HIDS) literature is…