My DPhil research involves the development of geometric deep learning methods for small molecule drug discovery grounded in physics and chemistry. Specifically, I am using deep learning for quantum-level representations of molecules as a precursor for tasks in lead molecule optimization such as property prediction and protein-ligand binding affinity prediction.