TheHintonsinyourNeuralNetwork:aQuantumFieldTheoryViewofDeepLearningRobertoBondesan1MaxWelling1AbstractInthispaperweproposeadirectmappingofadeepneu-ralnetworkontoaopticalQuantumcomputerthroughtheInt...
QuantumAlgorithmsforReinforcementLearningwithaGenerativeModelDaochenWang1AarthiSundaram2RobinKothari2AshishKapoor3MartinRoetteler2Abstractfasteralgorithmsforcertaintaskslikesearchandfactor-ing(Grov...
ExponentiallyManyLocalMinimainQuantumNeuralNetworksXuchenYou12XiaodiWu12Abstractso-calledvariationalQuantummethod(e.g.,Peruzzoetal.(2014)),arethemajorcandidatesofapplicationsthatcanbeQuantumNeuralN...
QuantumExpectation-MaximizationforGaussianmixturemodelsIordanisKerenidis12AlessandroLuongo31AnupamPrakash2AbstractHere,welookatExpectation-Maximization(EM),afun-WedefineaQuantumversionofExpectation...
QuantumBoostingSrinivasanArunachalam1ReevuMaity2Abstracttherehavebeeneffortsinunderstandingtheinterplaybe-tweenlearningalgorithmsandnoisyQuantumdevices.Boostingisatechniquethatboostsaweakandinaccur...
SublinearQuantumAlgorithmsforTrainingLinearandKernel-basedClassifiersTongyangLi1ShouvanikChakrabarti1XiaodiWu1Abstractclassificationistofindaunitvectorw¯2RdsothatWeinvestigateQuantumalgorithmsforc...
NeuralMessagePassingforQuantumChemistryJustinGilmer1SamuelS.Schoenholz1PatrickF.Riley2OriolVinyals3GeorgeE.Dahl1AbstractDFTTargetsSupervisedlearningonmoleculeshasincredi-⇠103secondsE,!0,...blepote...