Projects

Periodic local MP2 ● active
Periodic local MP2 (KPNOMP2, kdOSVMP2) for PySCF. 2026 · python, pyscf · read more →
Periodic double-hybrid DFT ● active
Molecular and k-point periodic double-hybrid DFT for PySCF. 2026 · python, pyscf · read more →
Lithium in graphitic carbon ◆ completed
Benchmark of DFT and wavefunction methods for lithium intercalation and diffusion in molecular models of graphitic anodes. Manuscript in preparation. 2026 · python, pyscf, orca · read more →
Local-correlation ML ◆ completed
Pre-registered test of whether local-correlation intermediates can predict CCSD(T) energies, with negative results reported at full weight. 2026 · python, scikit-learn, pytorch · read more →
SCS-MP2 on molecular crystals ◆ completed
Data behind periodic SCS-MP2 on the X23 molecular crystals, Liang, Ye, Berkelbach, J. Phys. Chem. Lett. 14, 10435 (2023). 2023 · geometries, basis sets, data · read more →
Second cumulant of the electron density ◆ completed
Data pipeline and analysis behind the DFT electron-density benchmark of Hait*, Liang*, Head-Gordon, J. Chem. Phys. 154, 074109 (2021). 2021 · python, jupyter · read more →
Open quantum system simulation ◆ completed
Master-equation and quantum-trajectory simulation of collective atomic decay in a cavity, up to the Dicke superradiant burst. Final project for Columbia's graduate quantum optics course. 2022 · python, numpy, scipy · read more →
TEM diffraction calculator ◆ completed
Selected-area electron diffraction simulator in pymatgen (Materials Project), merged as PR #1817. 2020 · python, pymatgen, numpy · read more →