Mapping the catalytic landscape of doped Pd(111) for formic acid synthesis via CO 2 hydrogenation using first-principles, microkinetics, and SISSO descriptors

The DFT–microkinetics–SISSO framework reveals dopant-dependent activity and selectivity trends in Pd(111)-catalyzed CO 2 hydrogenation.