4 papers
Stemma: Induced Decision Regions Reveal LLM Provenance
Keyu Zhang, Vadim Safronov, Andrew Martin
LLM provenance testing asks whether a suspect LLM belongs to the same lineage as a source. Existing black-box methods largely infer this relationship from response-level characteri…
UniBOM -- A Unified SBOM Analysis and Visualisation Tool for IoT Systems and Beyond
Vadim Safronov, Ionut Bostan, Nicholas Allott +1
Modern networked systems rely on complex software stacks, which often conceal vulnerabilities arising from intricate interdependencies. A Software Bill of Materials (SBOM) is effec…
TAIBOM: Bringing Trustworthiness to AI-Enabled Systems
Vadim Safronov, Anthony McCaigue, Nicholas Allott +1
The growing integration of open-source software and AI-driven technologies has introduced new layers of complexity into the software supply chain, challenging existing methods for…
How Memory-Safe is IoT? Assessing the Impact of Memory-Protection Solutions for Securing Wireless Gateways
Vadim Safronov, Ionut Bostan, Nicholas Allott +1
The rapid development of the Internet of Things (IoT) has enabled novel user-centred applications, including many in safety-critical areas such as healthcare, smart environment sec…