Comprehensive Library of Variational LSE Solvers

arXiv:2404.09916v1 Announce Type: cross
Abstract: Linear systems of equations can be found in various mathematical domains, as well as in the field of machine learning. By employing noisy intermediate-scale quantum devices, variational solvers promise to accelerate finding solutions for large systems. Although there is a wealth of theoretical research on these algorithms, only fragmentary implementations exist. To fill this gap, we have developed the variational-lse-solver framework, which realizes existing approaches in literature, and introduces several enhancements. The user-friendly interface is …

abstract algorithms arxiv cs.lg cs.se devices domains found intermediate library linear machine machine learning quant-ph quantum research scale solutions systems type wealth