4 papers
Automated near-term quantum algorithm discovery for molecular ground states
Fabian Finger, Frederic Rapp, Pranav Kalidindi +10
Designing quantum algorithms is a complex and counterintuitive task, making it an ideal candidate for AI-driven algorithm discovery. To this end, we employ the Hive, an AI platform…
QICS: Quantum Information Conic Solver
Kerry He, James Saunderson, Hamza Fawzi
We introduce QICS (Quantum Information Conic Solver), an open-source primal-dual interior point solver fully implemented in Python, which is focused on solving optimization problem…
Interior Point Methods for Structured Quantum Relative Entropy Optimization Problems
Kerry He, James Saunderson, Hamza Fawzi
Quantum relative entropy optimization refers to a class of convex problems in which a linear functional is minimized over an affine section of the epigraph of the quantum relative…
Operator convexity along lines, self-concordance, and sandwiched Rényi entropies
Kerry He, James Saunderson, Hamza Fawzi
Barrier methods play a central role in the theory and practice of convex optimization. One of the most general and successful analyses of barrier methods for convex optimization, d…