“…However, our previous work has shown that doping larger size A-site cations into three-dimensional perovskites enhances the lattice rigidity and, thus, delays charge recombination by reducing the NAC . Shortly after, we have further demonstrated that correlated motion in both HOIPs and all-inorganic perovskites can inhibit atomic motions, decrease the NAC, and suppress the nonradiative electron–hole recombination. , The contradiction between our simulated results and traditional view requires a deep understanding of how the individual geometric feature correlates with the NAC, bandgap, and electron–hole recombination, which has remained largely elusive. Machine learning (ML), including supervised and unsupervised ML, combined with traditional electronic structure calculation, has been recently appeared as a new paradigm in chemistry, materials, and physics.…”