13 citations · 19 across the 6 of their papers we have counts for
6 papers
Traceable LLM-Generated Hazard Scenarios for Operational Safety Analysis of Aviation Systems Using ASRS Reports
Cristian Mascia, Roberto Pietrantuono, Daniel Rodriguez +1
Operational hazard analysis of aviation system operations must consider interactions among weather, ATC actions, airspace constraints, aircraft operations, and human factors - dist…
Reasoning Beyond Prediction: From Data-Driven to Causal Software Engineering
Roberto Pietrantuono, Luca Giamattei, Stefano Russo
Software engineering is an intellectually demanding, creative discipline that juggles a web of interdependent tasks to design, build, and assure the quality of increasingly complex…
Causal Software Engineering: A Vision and Roadmap
Roberto Pietrantuono, Luca Giamattei, Stefano Russo +2
Software engineering increasingly involves making high-stakes decisions under uncertainty, using signals from code, field data, and socio-technical processes. Recent AI-driven supp…
Causal Reasoning in Software Quality Assurance: A Systematic Review
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono +1
Context: Software Quality Assurance (SQA) is a fundamental part of software engineering to ensure stakeholders that software products work as expected after release in operation. M…
DeepSample: DNN sampling-based testing for operational accuracy assessment
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are core components for classification and regression tasks of many software systems. Companies incur in high costs for testing DNN with datasets represe…
Reinforcement Learning for Online Testing of Autonomous Driving Systems: a Replication and Extension Study
Luca Giamattei, Matteo Biagiola, Roberto Pietrantuono +2
In a recent study, Reinforcement Learning (RL) used in combination with many-objective search, has been shown to outperform alternative techniques (random search and many-objective…