Maryam is a PhD student at Università di Udine, Italy, specializing in AI and Software Engineering Research. Her research focuses on testing deep learning systems using Generative AI models like Stable Diffusion and Large Language Models (LLMs). She aims to develop automated test generators to improve software testing accuracy and efficiency, particularly through anomaly detection and model evaluation techniques. Maryam is a software engineer with expertise in AI-driven software testing.