We focus on developing theoretical frameworks and computational methods to accelerate the discovery of materials. In particular, we are interested in catalytic materials and other functional materials that enable efficient chemical transformation and energy storage. Instead of doing wet chemistry, we run virtual experiments on High Performance Computing (HPC) clusters, where chemical reactions and materials are simulated at the atomic scale.