70 citations · 102 across the 6 of their papers we have counts for
8 papers
AI ATAC 1: An Evaluation of Prominent Commercial Malware Detectors
Robert A. Bridges, Brian Weber, Justin M. Beaver +11
This work presents an evaluation of six prominent commercial endpoint malware detectors, a network malware detector, and a file-conviction algorithm from a cyber technology vendor.…
Time-Based CAN Intrusion Detection Benchmark
Deborah H. Blevins, Pablo Moriano, Robert A. Bridges +3
Modern vehicles are complex cyber-physical systems made of hundreds of electronic control units (ECUs) that communicate over controller area networks (CANs). This inherited complex…
A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset
Miki E. Verma, Robert A. Bridges, Michael D. Iannacone +5
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic security properties and are easily exploitable. A rapidly growing field of CAN security research…
Beyond the Hype: A Real-World Evaluation of the Impact and Cost of Machine Learning-Based Malware Detection
Robert A. Bridges, Sean Oesch, Miki E. Verma +12
In this paper, we present a scientific evaluation of four prominent malware detection tools to assist an organization with two primary questions: To what extent do ML-based tools a…
CAN-D: A Modular Four-Step Pipeline for Comprehensively Decoding Controller Area Network Data
Miki E. Verma, Robert A. Bridges, Jordan J. Sosnowski +2
CANs are a broadcast protocol for real-time communication of critical vehicle subsystems. Original equipment manufacturers of passenger vehicles hold secret their mappings of CAN d…
Active Manifolds: A non-linear analogue to Active Subspaces
Robert A. Bridges, Anthony D. Gruber, Christopher Felder +2
We present an approach to analyze functions that addresses limitations present in the Active Subspaces (AS) method of Constantine et al.(2015; 2014). Under appr…
ACTT: Automotive CAN Tokenization and Translation
Miki E. Verma, Robert A. Bridges, Samuel C. Hollifield
Modern vehicles contain scores of Electrical Control Units (ECUs) that broadcast messages over a Controller Area Network (CAN). Vehicle manufacturers rely on security through obscu…
Defining a Metric Space of Host Logs and Operational Use Cases
Miki E. Verma, Robert A. Bridges
Host logs, in particular, Windows Event Logs, are a valuable source of information often collected by security operation centers (SOCs). The semi-structured nature of host logs inh…