2 citations · 5 across the 12 of their papers we have counts for
8 papers · 1 filter
Sustainability of Open-Source Machine Learning Robustness Assessment Tools: A Repository Mining Study
Joshua Owotogbe, Indika Kumara, Willem-Jan van den Heuvel +1
Robustness evaluation is essential for deploying machine-learning (ML) systems in real-world settings, where models may face adversarial perturbations, distribution shifts, and oth…
Tiny Machine-Learning Operations within Cyber-Physical Systems: a Field Study
Filippo Scaramuzza, Damian A. Tamburri
Machine-Learning Operations (MLOps) is maturing into a software-engineering discipline, yet its tiny-scale variant (TinyMLOps)-targeting the resource-constrained microcontrollers e…
A Taxonomy of Runtime Faults in Model Context Protocol Servers
Joshua Owotogbe, Indika Kumara, Willem-Jan van den Heuvel +3
MCP (Model Context Protocol) enables LLMs (Large Language Models) to interact with external tools and data sources via a standardized protocol. Its rapid adoption in tool-augmented…
Privacy Engineering: A Systematic Literature Review
Nemania Borovits, Damian Andrew Tamburri, Willem-Jan van den Heuvel
Privacy obligations under GDPR increasingly shape software engineering. We synthesize 90 studies from 2018 to 2025 using a systematic review with thematic synthesis to chart privac…
"Show Me You Comply... Without Showing Me Anything": Zero-Knowledge Software Auditing for AI-Enabled Systems
Filippo Scaramuzza, Renato Cordeiro Ferreira, Giovanni Quattrocchi +2
Classical software verification and validation techniques, such as procedural audits, formal methods, or model documentation, are the traditional mechanisms used to achieve the ver…
Accountability of Robust and Reliable AI-Enabled Systems: A Preliminary Study and Roadmap
Filippo Scaramuzza, Damian A. Tamburri, Willem-Jan van den Heuvel
This vision paper presents initial research on assessing the robustness and reliability of AI-enabled systems, and key factors in ensuring their safety and effectiveness in practic…
Chaos Engineering in the Wild: Findings from GitHub
Joshua Owotogbe, Indika Kumara, Dario Di Nucci +2
Chaos Engineering (CE) enhances system resilience by deliberately injecting faults to uncover weaknesses before they cause outages. Despite the availability of many CE tools, littl…
Chaos Engineering: A Multi-Vocal Literature Review
Joshua Owotogbe, Indika Kumara, Willem-Jan Van Den Heuvel +1
Organizations, particularly medium and large enterprises, typically rely heavily on complex, distributed systems to deliver critical services and products. However, the growing com…