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LANL Theoretical Research Simplifies Machine Learning on Quantum Computers

LANL Theoretical Research Simplifies Machine Learning on Quantum Computers
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United kingdomUnited statesMarco cerezoNicholas ezzellLukasz cincioPatrickj colesMatthiasc caroMatthias caroAndrewt sornborgerZoe holmesLos alamosJoe gibbsFreie universitOffice of advanced scientific computing researchResearch in quantum computingLos alamos national laboratory

Decoding the Quantum Riddle: Learning Quantum Processes Made Easier

Decoding the Quantum Riddle: Learning Quantum Processes Made Easier
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Deutschen volkesAndrewt sornborgerJoe gibbsZoe holmesPatrickj colesNicholas ezzellMatthiasc caroLukasz cincioSandoz family foundationQuantum neural networks qnnsLos alamos national laboratoryUs department of energyNetwork of bavariaTechnical university of munichNature communicationsQuantum neural network computer concept

New Method Simplifies Quantum Process Learning

New Method Simplifies Quantum Process Learning
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Zoe holmesPatrickj colesNicholas ezzellLukasz cincioJoe gibbsMatthiasc caroAndrewt sornborgerFree university of berlinNature communicationsLos alamos national laboratoryProfessor zoe holmesFree universityHsin yuan huang

LANL Researchers Lay Groundwork for Enhanced Performance in Quantum AI with Overparametrization

LANL Researchers Lay Groundwork for Enhanced Performance in Quantum AI with Overparametrization
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Los alamosMartin laroccaPatrickj colesNathan juDiego garcDiego garcia martinMarco cerezoLaboratory quantum computing summer schoolLos alamos national laboratory information scienceLos alamos national laboratoryAutonomous university of madridTechnology instituteLaboratory directed researchLos alamos nationalNature computationalQuantum computing summer school

Quantum AI Breakthrough: New Theorem Shrinks Need for Training Data

Quantum AI Breakthrough: New Theorem Shrinks Need for Training Data
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Andrew sornborgerPatrick colesLukasz cincioMatthiasc caroMarco cerezoKunal sharmaLos alamosPatrickj colesNature communicationsQuantum science centerLos alamos national laboratoryHsin yuan huang