ImprovingGradientRegularizationUsingComplex-ValuedNeuralNetworksEricYeats1YiranChen1HaiLi1Abstractandthattheseinputsaredifficulttodistinguishfromnor-malinputs.SubsequentinvestigationbyGoodfelloweta...
ImprovedRegretBoundsofBilinearBanditsUsingActionSpaceAnalysisKyoungseokJang1Kwang-SungJun2Se-YoungYun3WanmoKang1Abstractarrangecouplesbasedontheirexperiencestogetbetterrat-ingsandrewards.Balancinge...
GuidedExplorationwithProximalPolicyOptimizationUsingaSingleDemonstrationGabrieleLibardi1SebastianDittert1GianniDeFabritiis12AbstractLearningfromdemonstrationsallowstodirectlybypassthisproblembutito...
GuaranteesforTuningtheStepSizeUsingaLearning-to-LearnApproachXiangWang1ShuaiYuan1ChenweiWu1RongGe1Abstractrinetal.(2015)consideredtheideaoftuningtheseparame-tersbyoptimization—thatis,considerameta...
GANMEX:One-vs-OneAttributionsUsingGAN-basedModelExplainabilitySheng-MinShih1Pin-JuTienZoharKarnin1Abstractmachinelearningtaskswiththehelpofincreasingmodelcomplexities,whichatthesametimereducesmodel...
DifferentiableSpatialPlanningUsingTransformersDevendraSinghChaplot12DeepakPathak2JitendraMalik13Projectwebpage:https://devendrachaplot.github.io/projects/spatial-planning-transformersAbstractFigure...
DANCE:EnhancingsaliencymapsUsingdecoysYangYoungLu1WenboGuo2XinyuXing2WilliamStaffordNoble3Abstract1.IntroductionSaliencymethodscanmakedeepneuralnetworkDeepneuralnetworks(DNNs)deliverremarkableperfo...
DomainGeneralizationUsingCausalMatchingDivyatMahajan1ShrutiTople2AmitSharma1Abstractthedifferentdomainssharesome“stable”featureswhoserelationshipwiththeoutputisinvariantacrossdomains(Pi-Inthedoma...
BetterTrainingUsingWeight-ConstrainedStochasticDynamicsBenedictLeimkuhler1TiffanyVlaar1Timothe´ePouchon1AmosStorkey2AbstractCurrentapproachestoenhancethegeneralizationperfor-manceofoverparameteriz...
Black-boxdensityfunctionestimationUsingrecursivepartitioningErikBodin1ZhenwenDai2NeillD.F.Campbell3CarlHenrikEk4Abstractispreventingtractablecomputationsisthatthedensityfunc-tiondoesnothaveanamenab...
ApproximatingaDistributionUsingWeightQueriesNadavBarak1SivanSabato1Abstractinterest.However,inmanycases,obtainingsucharan-domsampleisdifficultorimpossible.Inthiswork,weWeconsideranovelchallenge:app...
UnderstandingandStabilizingGANs’TrainingDynamicsUsingControlTheoryKunXu1ChongxuanLi1JunZhu1BoZhang1Abstractplesfromfakeones.Gaimstorecoverthedatadistributionbymaximizingthisratio.Thisframeworkisfo...
TrainingBinaryNeuralNetworksUsingtheBayesianLearningRuleXiangmingMeng1RomanBachmann2MohammadEmtiyazKhan1Abstractbyreplacingthemultiplicationandadditionoperationswiththebit-wisexnorandbitcountoperat...
TemporalPhenotypingUsingDeepPredictiveClusteringofDiseaseProgressionChangheeLee1MihaelavanderSchaar231Abstractunderstandingsuchheterogeneousdiseases.Thisallowsclinicianstoanticipatepatients’progno...
StrengthfromWeakness:FastLearningUsingWeakSupervisionJoshuaRobinson1StefanieJegelka1SuvritSra1Abstractplexmodelonarelated,largedatatask,andtothenusesthelearnedfeaturesforfinetuningonthesmall-datata...
Small-GAN:SpeedingupGANTrainingUsingCore-SetsSamarthSinha1HanZhang2AnirudhGoyal3YoshuaBengio3HugoLarochelle23AugustusOdena2AbstractRecently,Brocketal.(2018)substantiallyimprovedtheresultsofZhangeta...
Smaller,MoreAccurateRegressionForestsUsingTreeAlternatingOptimizationArmanZharmagambetov1MiguelA´.Carreira-Perpin˜a´n1Abstractderstood.Theyareconstructed,atleastinpart,Usingheuristictechniques,w...
UncertaintyEstimationUsingaSingleDeepDeterministicNeuralNetworkJoostvanAmersfoort1LewisSmith1YeeWhyeTeh2YarinGal1Abstract(a)DeepEnsembles(b)Ourmodel-DUQWeproposeamethodfortrainingadeterminis-Figure...
RobustBayesianClassificationUsinganOptimisticScoreRatioVietAnhNguyen1NianSi1JoseBlanchet1Abstractlossfunctioncanbeeasilyreached,thechoiceofaclasspriorandaclass-conditionaldistribution(i.e.,thelikel...
RepresentingUnorderedDataUsingComplex-WeightedMultisetAutomataJustinDeBenedetto1DavidChiang1AbstractInthispaper,weproposetocomputerepresentationsofmulti-setsUsingweightedmultisetautomata,avariantof...