Selected publications
2025
μPRL: A Mutation Testing Pipeline for Deep Reinforcement Learning based on Real Faults
Deepak-George Thomas, Matteo Biagiola, Nargiz Humbatova, Mohammad Wardat, Gunel Jahangirova, Hridesh Rajan, Paolo Tonella
International Conference on Software Engineering, ICSE 2025
[PDF]
2024
Reinforcement learning for online testing of autonomous driving systems: a replication and extension study
Luca Giamattei, Matteo Biagiola, Roberto Pietrantuono, Stefano Russo, Paolo Tonella
Empirical Software Engineering, EMSE
[PDF]
Boundary State Generation for Testing and Improvement of Autonomous Driving Systems
Matteo Biagiola, Paolo Tonella
IEEE Transactions on Software Engineering, TSE
[PDF]
SBFT Tool Competition 2024 - Cyber-Physical Systems Track
Matteo Biagiola, Stefan Klikovits
Search Based and Fuzz Testing Workshop, SBFT 2024
[PDF]
Two is Better Than One: Digital Siblings to Improve Autonomous Driving Testing
Matteo Biagiola, Andrea Stocco, Vincenzo Riccio, Paolo Tonella
Empirical Software Engineering, EMSE
[PDF]
Adversarial Testing with Reinforcement Learning: A Case Study on Autonomous Driving
Andréa Doreste, Matteo Biagiola, Paolo Tonella
In 17th IEEE International Conference on Software Testing, Validation and Verification, ICST 2024
[PDF]
2023
Testing of Deep Reinforcement Learning Agents with Surrogate Models
Matteo Biagiola, Paolo Tonella
ACM Transactions on Software Engineering and Methodology, TOSEM
[PDF]
2022
Testing the Plasticity of Reinforcement Learning Based Systems
Matteo Biagiola, Paolo Tonella
ACM Transactions on Software Engineering and Methodology, TOSEM
[PDF]
2020
Dependency-Aware Web Test Generation
Matteo Biagiola, Andrea Stocco, Filippo Ricca, Paolo Tonella
International Conference on Software Testing, Validation and Verification, ICST 2020
[PDF]
2019
Web Test Dependency Detection
Matteo Biagiola, Andrea Stocco, Ali Mesbah, Filippo Ricca, Paolo Tonella
European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/SIGSOFT FSE 2019
[PDF]
Diversity-Based Web Test Generation
Matteo Biagiola, Andrea Stocco, Filippo Ricca, Paolo Tonella
European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/SIGSOFT FSE 2019
[PDF]
2017
Search Based Path and Input Data Generation for Web Application Testing
Matteo Biagiola, Filippo Ricca, Paolo Tonella
Symposium on Search Based Software Engineering, SSBSE 2017
[PDF]