Using Deep Learning to Understand and Mitigate the Qubit Noise Environment
David F. Wise, John J. L. Morton, Siddharth Dhomkar
Abstract
A neural network is constructed to learn the environment of an arbitrary qubit, allowing the underlying noise spectrum to be extracted in a manner that is more accurate and experimentally efficient than existing methods.
Topics & Concepts
QubitNoise (video)Computer scienceArtificial neural networkDeep learningSpectrum (functional analysis)Artificial intelligencePhysicsQuantumQuantum mechanicsImage (mathematics)Quantum Computing Algorithms and ArchitectureNeural Networks and ApplicationsQuantum Information and Cryptography