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Ryan Holeman

Publications and source records attributed to Ryan Holeman.

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Beyond Collection: Measuring the Detection Efficacy of Modern Security Logging Standards

Effective security logging is crucial for the timely and accurate detection of cyber threats; however, the relative effectiveness of various industry-standard logging frameworks remains understudied. This paper addresses this critical gap by presenting the first systematic evaluation of modern security logging standards utilizing a novel methodology built upon the automated Security Exploit Telemetry Collection (SETC) framework. SETC systematically generates reproducible exploit scenarios in containerized environments, collecting rich telemetry across multiple logging standards, including CIM (Common Information Model), OCSF (Open Cybersecurity Schema Framework), and ECS (Elastic Common Schema). The detection efficacy of each logging standard is quantified by measuring telemetry completeness and exploit detectability across standardized logs through detailed experiments involving 50 diverse remote code execution vulnerabilities. The resulting findings identify critical gaps and reveal significant differences in logging standards' abilities to capture key attack indicators. Our contributions include a novel evaluation methodology that enables scalable and reproducible analysis of exploit telemetry, as well as new findings that provide clear, evidence-based guidance for security practitioners to make informed decisions about adopting logging standards.

cs.CR

SETC: A Vulnerability Telemetry Collection Framework

As emerging software vulnerabilities continuously threaten enterprises and Internet services, there is a critical need for improved security research capabilities. This paper introduces the Security Exploit Telemetry Collection (SETC) framework - an automated framework to generate reproducible vulnerability exploit data at scale for robust defensive security research. SETC deploys configurable environments to execute and record rich telemetry of vulnerability exploits within isolated containers. Exploits, vulnerable services, monitoring tools, and logging pipelines are defined via modular JSON configurations and deployed on demand. Compared to current manual processes, SETC enables automated, customizable, and repeatable vulnerability testing to produce diverse security telemetry. This research enables scalable exploit data generation to drive innovations in threat modeling, detection methods, analysis techniques, and remediation strategies. The capabilities of the framework are demonstrated through an example scenario. By addressing key barriers in security data generation, SETC represents a valuable platform to support impactful vulnerability and defensive security research.

cs.CR