The doctoral thesis of student Israa Jalil Saeed was discussed at the Institute of Informatics for Graduate Studies at the University of Information Technology and Communications. The thesis was in the field of computer science and was titled:
« Stability Enhancement of GAN Based Deep Learning and CNN »

The thesis aims to leverage the strengths of CNN architecture for efficient feature learning and advanced deep learning techniques to improve training stability, ultimately leading to more stable and high-quality GAN performance. After the thesis was discussed by the head and members of the discussion committee, the student was awarded a PhD with Excellent rating.