The DOE SC program in High Energy Physics (HEP) hereby announces its interest in new applications for support of Artificial Intelligence Research for High Energy Physics. This FOA refers to research into and development of computational systems that take action to achieve a goal as Artificial Intelligence (AI) research and may include Machine Learning (ML) techniques as appropriate.