Towards Pair Atomic Density Fitting for Correlation Energies with Benchmark Accuracy
Edoardo Spadetto, Pier Herman Theodoor Philipsen, Arno F\"orster,, Lucas Visscher

TL;DR
This paper introduces a regularization technique for pair atomic density fitting (PADF) that maintains its favorable scaling while significantly improving the accuracy of correlation energy calculations in large molecular systems.
Contribution
The authors develop a novel projector-based regularization method for PADF that reduces errors without sacrificing computational efficiency, enabling accurate large-scale correlation energy computations.
Findings
Maximum deviation of 0.07 kcal/mol for MP2 energies
Maximum deviation of 0.14 kcal/mol for RPA energies
Efficient calculation of large non-covalent complexes with over 1000 atoms
Abstract
Pair atomic density fitting (PADF) is a promising strategy to reduce the scaling with system size of quantum chemical methods for the calculation of the correlation energy like the direct random phase approximation (RPA) or second-order M{\o}ller-Plesset perturbation theory (MP2). PADF can however introduce large errors in correlation energies as the two-electron interaction energy is not guaranteed to be bounded from below. This issue can be partially alleviated by using very large fit sets, but this comes at the price of reduced efficiency and having to deal with near-linear dependencies in the fit set. In this work, we introduce an alternative methodology to overcome this problem that preserves the intrinsically favourable scaling of PADF. We first regularize the Fock matrix by projecting out parts of the basis set which gives rise to orbital products that are hard to describe by…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMachine Learning in Materials Science · Advanced Chemical Physics Studies · Catalytic Processes in Materials Science
