SawtoothFactorialTopicEmbeddingsGuidedGammaBeliefNetworkZhibinDuan1DongshengWang1BoChen1ChaojieWang1WenchaoChen1YewenLi1JieRen1MingyuanZhou2Abstractingsemanticthemesfromacollectionofdocuments,achie...
GuidedExplorationwithProximalPolicyOptimizationusingaSingleDemonstrationGabrieleLibardi1SebastianDittert1GianniDeFabritiis12AbstractLearningfromdemonstrationsallowstodirectlybypassthisproblembutito...
Retro:LearningRetrosyntheticPlanningwithNeuralGuidedASearchBinghongChen1ChengtaoLi2HanjunDai3LeSong14AbstractExistingmethodsroughlyfallintotwocategories,eithertemplate-basedortemplate-free.Eachchem...
ReinforcementLearningforMolecularDesignGuidedbyQuantumMechanicsGregorN.C.Simm1RobertPinsler1Jose´MiguelHerna´ndez-Lobato1AbstractFigure1.Visualizationofthemoleculardesignprocesspresentedinthiswor...
Rate-DistortionOptimizationGuidedAutoencoderforIsometricEmbeddinginEuclideanLatentSpaceKeizoKato1JingZhou2TomotakeSasaki1AkiraNakagawa1AbstractmodelwithunivariateGaussianpriors(Kingma&Welling,2014)...
LearningtoScoreBehaviorsforGuidedPolicyOptimizationAldoPacchiano1JackParker-Holder2YunhaoTang3AnnaChoromanska4KrzysztofChoromanski5MichaelI.Jordan1Abstractproposeisthat:Weintroduceanewapproachforco...
GuidedLearningofNonconvexModelsthroughSuccessiveFunctionalGradientOptimizationRieJohnson1TongZhang2AbstractOuroriginalmotivationwasfunctionalgradientlearningofadditivemodelsingradientboosting(Fried...
Guidedevolutionarystrategies:AugmentingrandomsearchwithsurrogategradientsNiruMaheswaranathan1LukeMetz1GeorgeTucker1DamiChoi1JaschaSohl-Dickstein1Abstractmethodssuchasgradientdescentarepopularduetot...