
Registered user since Mon 18 Dec 2017
My research focuses on the intersection of software engineering (SE) and artificial intelligence (AI), leveraging empirical methods to address practical challenges.
In the context of SE4AI, my current interests include testing complex AI-enabled systems, such as autonomous vehicles. Ongoing projects explore automated test generation using search-based optimization techniques, failure prediction, and the transferability of testing outcomes from simulated environments to real-world platforms.
Regarding AI4SE, I have worked on various aspects of regression testing, including test suite minimization and enhancing the robustness and maintainability of end-to-end test suites for web applications. This includes detecting and repairing web test breakages using computer vision techniques. Presently, my projects include test generation with generative AI methods, automated code translation, vulnerability detection using large language models (LLMs), and testing LLM-based systems, such as conversational agents.
Contributions
2026
ICST
DeepTest
ICSE
2025
ASE
ICSE
ICST
- Committee Member in Program Committee within the Research Papers-track
- Session Chair of Doctoral Symposium (Private) (part of Doctoral Symposium)
- Session Chair of Test Case Selection, Prioritisation, Reduction (part of Research Papers)
- Author of Benchmarking Generative AI Models for Deep Learning Test Input Generation within the Research Papers-track
- Author of Benchmarking Image Perturbations for Testing Automated Driving Assistance Systems within the Research Papers-track
- Session Chair of Doctoral Symposium (Private) (part of Doctoral Symposium)
- Committee Member in Organizing Committee within the Doctoral Symposium-track
- Session Chair of Doctoral Symposium (Private) (part of Doctoral Symposium)
- Doctoral Symposium Co-Chair in Organizing Committee
2024
SCAM
ESEC/FSE
ICST
- Author of Assessing Quality Metrics for Neural Reality Gap Input Mitigation in Autonomous Driving Testing within the Research Papers-track
- PC Member in Program Committee within the Research Papers-track
- Author of Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantification within the Research Papers-track
- Session Chair of Test Flakiness (part of Research Papers)
DeepTest
ICSE
2023
ESEC/FSE
2022
ASE
- Review Process Co-Chair in Research Papers Chair within the Research Papers-track
- Session Chair of Technical Session 1 - AI for SE I (part of Research Papers)
- Author of ThirdEye: Attention Maps for Safe Autonomous Driving Systems within the Research Papers-track
- Session Chair of Technical Session 21 - SE for AI II (part of Research Papers)
- Session Chair of Technical Session 13 - Application Domains (part of Research Papers)
- Author of Testing and Evaluation of Autonomous Driving Systems: From Simulated to Real-world Test Environments within the [Workshop] AUST '22-track
- Review Process Co-Chair in Organizing Committee
- Committee Member in Judges within the Student Research Competition-track
2021
DeepTest
MOBILESoft
ICST
2020
ICST
ICSE
- Author of Taxonomy of Real Faults in Deep Learning Systems within the Technical Papers-track
- Author of Near-Duplicate Detection in Web App Model Inference within the Technical Papers-track
- Author of Misbehaviour Prediction for Autonomous Driving Systems within the Technical Papers-track
- Author of Predicting Safety-Critical Misbehaviours in Autonomous Driving Systems using Autoencoders within the ICSE 2020 Posters-track
- Session Chair of I2-Security (part of Paper Presentations)