21 citations · 69 across the 12 of their papers we have counts for
3 papers · 1 filter
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…