Stochastic Resolution of Identity for Correlation Energy Prediction via Doubles Connected Moments Expansion
Abstract
The recently developed Doubles Connected Moments (DCM) expansion offers a tractable approach for computing correlation energy, exhibiting an noniterative O(N6) scaling with system size N. Benchmark calculations on a set of molecules demonstrate that the DCM can outperform CCSD in terms of accuracy. To further enhance its efficiency, we present a stochastic variant of DCM by introducing a stochastic resolution-of-identity (sRI) technique, which decomposes the essential four-index intermediates. The resulting sRI-DCM scheme only involves one O(N6) step, while all other steps do not exceed O(N4) at each recursion, and reliably reproduces the results of conventional DCM. Our sRI-DCM achieves an overall experimental scaling of O(N4.46) for series hydrogen dimer chains, demonstrating that it is attractive and practical for large systems containing hundreds of electrons.
Turn this paper into a full lesson
ArcXiv compiles a staged curriculum from this paper: 8-12 lessons across beginner → advanced, synthesised section guides, visuals, flashcards, a quiz, exercises, and on-demand deep dives per section. Grounded in the abstract, never invented.