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
ASE
- Committee Member in Program Committee within the Tools and Datasets-track
- Real-World Perturbation Testing of Autonomous Driving Systems
- XMutant: XAI-based fuzzing for deep learning systems
- Student Research Competition Co-Chair in Organizing Committee
- Student Research Competition Co-Chair in Program Committee within the Student Research Competition-track
- E-CoDrive: A Co-Simulation Framework for Testing Energy-Critical Driving Scenarios
- Search-Based Testing of Vision Language Models for In-Car Scene Understanding
- Area Chair in Program Committee within the Research Papers-track
- Session Chair of Testing and Analysis: Regression and Model-Based Testing 6 (part of Research Papers)
- Cam2Sim: Neural Scenario Reconstruction for Closed-Loop Autonomous Driving Simulation
- Targeted Deep Learning System Boundary Testing
- Session Chair of AI and Software Engineering: SE4AI 1 (part of Research Papers)
- Benchmarking Contextual Understanding for In-Car Conversational Systems
- Committee Member in Program Committee (2nd Cycle) within the Industry Showcase-track
- Simulator Ensembles for Trustworthy Autonomous Driving Systems Testing
- Committee Member in Emergency Reviewers within the Industry Showcase-track