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quant-ph2022
Effect of matrix sparsity and quantum noise on quantum random walk linear solvers
Benjamin Wu, Hrushikesh Patil, Predrag Krstic
We study the effects of quantum noise in hybrid quantum-classical solver for sparse systems of linear equations using quantum random walks, applied to stoquastic Hamiltonian matric…
physics.comp-ph2022★ 1 cited
Physics Informed RNN-DCT Networks for Time-Dependent Partial Differential Equations
Benjamin Wu, Oliver Hennigh, Jan Kautz +2
Physics-informed neural networks allow models to be trained by physical laws described by general nonlinear partial differential equations. However, traditional architectures strug…