Energy, transportation, and other critical infrastructures are undergoing an unprecedented shift in scale, autonomy, and decentralization. These transformations bring vast opportunities to improve efficiency and sustainability but also pose serious challenges in ensuring their reliability and fairness. Addressing these societal-scale challenges demands for novel optimization and control methodologies that can meet their inherent complexities.