A Guide to Equivariance Theory for Chemists

Introduction Suppose we want to simulate the motion of atoms in a molecule or a material. In principle, the forces on the nuclei come from quantum mechanics. In practice, this is hard because the full electron-nuclear Schrodinger equation is far too expensive to solve at every molecular dynamics step. The usual starting point is the Born-Oppenheimer approximation. Since nuclei are much heavier and move much more slowly than electrons, we treat the nuclear positions as fixed while solving the electronic problem. Let ...

June 19, 2026 · 15 min