Code and Data Repository for QHDOPT: A Software for Nonlinear Optimization with Quantum Hamiltonian Descent
该软件在量子计算机上实现了量子哈密顿下降算法,相比经典梯度下降,在求解非凸和非线性优化问题上具有显著优势。
QHDOPT implements a quantum optimization algorithm named Quantum Hamiltonian Descent (QHD) on available quantum computers (such as the D-Wave systems). QHD is a quantum-upgraded version of gradient descent (GD). Unlike the classical GD, QHD demonstrates a significant advantage in solving nonconvex and nonlinear optimization problems.