9 citations · 10 across the 3 of their papers we have counts for
3 papers · 1 filter
Quantum Natural Gradient with Efficient Backtracking Line Search
Touheed Anwar Atif, Uchenna Chukwu, Jesse Berwald +1
We consider the Quantum Natural Gradient Descent (QNGD) scheme which was recently proposed to train variational quantum algorithms. QNGD is Steepest Gradient Descent (SGD) operatin…
Constrained-optimization Approach Delivers Superior Classical Performance for Graph Partitioning via Quantum-ready Method
Uchenna Chukwu, Raouf Dridi, Jesse Berwald +5
Graph partitioning is one of an important set of well-known compute-intense (NP-hard) graph problems that devolve to discrete constrained optimization. We sampled solutions to the…
QCI Qbsolv Delivers Strong Classical Performance for Quantum-Ready Formulation
Michael Booth, Jesse Berwald, Uchenna Chukwu +5
Many organizations that vitally depend on computation for their competitive advantage are keen to exploit the expected performance of quantum computers (QCs) as soon as quantum adv…