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Recent implementations, applications, and extensions of the Locally Optimal Block Preconditioned Conjugate Gradient method (LOBPCG)

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arxiv 1708.08354 v1 pith:MAPW74RV submitted 2017-08-28 cs.NA cs.NAstat.CO

classification cs.NAstat.CO
keywords optimalpreconditionedapplicationsblocklocallyconjugateeigenvalueextensions
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Since introduction [A. Knyazev, Toward the optimal preconditioned eigensolver: Locally optimal block preconditioned conjugate gradient method, SISC (2001) DOI:10.1137/S1064827500366124] and efficient parallel implementation [A. Knyazev et al., Block locally optimal preconditioned eigenvalue xolvers (BLOPEX) in HYPRE and PETSc, SISC (2007) DOI:10.1137/060661624], LOBPCG has been used is a wide range of applications in mechanics, material sciences, and data sciences. We review its recent implementations and applications, as well as extensions of the local optimality idea beyond standard eigenvalue problems.

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Cited by 2 Pith papers

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  1. Approximating Gaussian Whittle-Matern Fields over Well-Centered Triangulations of Riemannian Manifolds

    math.NA 2026-06 unverdicted novelty 6.0 of 10

    A convergent GMRF approximation to Whittle-Matern fields on boundaryless Riemannian manifolds using DEC on well-centered simplicial complexes that is agnostic to alpha and kappa.

  2. Understanding and Improving Laplacian Positional Encodings For Temporal GNNs

    cs.LG 2025-06 conditional novelty 5.0 of 10

    Supra-Laplacian positional encodings generally improve temporal GNN link prediction, and approximate iterative computation (LOBPCG) can replace exact eigendecomposition with little performance loss.

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