Harris Smyrillis is a student at the Department of Computer Science at the University of Cyprus. He is an Intern at the KIOS Research and Innovation Center of Excellence. He develops and evaluates U-Net-based deep learning models for breast cancer diagnosis using sequential digital mammograms and investigates different input scenarios and early-fusion strategies.