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20102023
most citedQuantum Natural Gradient

468 citations · 1k across the 30 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

quant-ph2022

Digital quantum simulation of Schrödinger dynamics using adaptive approximations of potential functions

Tenzan Araki, James Stokes, Shravan Veerapaneni

Digital quantum simulation (DQS) of continuous-variable quantum systems in the position basis requires efficient implementation of diagonal unitaries approximating the time evoluti…

hep-lat2022★ 5 cited

Gauge Equivariant Neural Networks for 2+1D U(1) Gauge Theory Simulations in Hamiltonian Formulation

Di Luo, Shunyue Yuan, James Stokes +1

Gauge Theory plays a crucial role in many areas in science, including high energy physics, condensed matter physics and quantum information science. In quantum simulations of latti…

quant-ph2022

Toward Neural Network Simulation of Variational Quantum Algorithms

Oliver Knitter, James Stokes, Shravan Veerapaneni

Variational quantum algorithms (VQAs) utilize a hybrid quantum-classical architecture to recast problems of high-dimensional linear algebra as ones of stochastic optimization. Desp…

physics.chem-ph2022★ 2 cited

Scalable neural quantum states architecture for quantum chemistry

Tianchen Zhao, James Stokes, Shravan Veerapaneni

Variational optimization of neural-network representations of quantum states has been successfully applied to solve interacting fermionic problems. Despite rapid developments, sign…

math.NA2022

Quantum-inspired variational algorithms for partial differential equations: Application to financial derivative pricing

Tianchen Zhao, Chuhao Sun, Asaf Cohen +2

Variational quantum Monte Carlo (VMC) combined with neural-network quantum states offers a novel angle of attack on the curse-of-dimensionality encountered in a particular class of…

quant-ph2022

Numerical and geometrical aspects of flow-based variational quantum Monte Carlo

James Stokes, Brian Chen, Shravan Veerapaneni

This article aims to summarize recent and ongoing efforts to simulate continuous-variable quantum systems using flow-based variational quantum Monte Carlo techniques, focusing for…