Education


PhD, 2023-present, @ETTI, UPB

Working towards increasing the robustness of neural networks against adversarial attacks, in various applications, by constructing new optimization algorithms, under the supervision of Corneliu Burileanu and Ana Neacşu.

Summer School, Mathematics and Machine Learning for Image Analysis

June 2024, Universita di Bologna, Bologna, Italy

MSc, 2021-2023, @ETTI, UPB

My thesis was titled "Defenses against adversarial attacks in image classification", where I focused on comparing and improving multiple robust training techniques against adversarial perturbations. I also explored the reliability of defenses tailored for white-box attacks against real adversarial perturbations: wtf? The thesis can be found here.

BSc, 2017-2021, @ETTI, UPB

My thesis was titled "Automatic Lung Lesion Segmentation using Deep Learning Techniques" in which several architectures, including GANs, were trained for segmenting COVID-related lesions from lung CTs: wtf? The thesis can be found here.