As a PhD student in FLEET AI Catherine Stampfl‘s lab. Ke Ri studied and predicted novel two-dimensional (2D) superconductors using density functional theory (DFT) to identify whether spin-orbit coupling is a significant factor to explain superconductivity in 2D systems. This work fitted within FLEET Research theme 1: Topological materials.