WGAnwithAnInfinitelyWideGeneratorHasNoSpuriousStationaryPointsAlbertNo1TaeHoYoon2SehyunKwon2ErnestK.Ryu2Abstractfinitelywidegeneratortrainedwithstochasticgradientascent-descent.Specifically,weshowt...
TowardsOpen-WorldRecommendation:AnInductiveModel-basedCollaborativeFilteringApproachQitiAnWu12HengruiZhAng1XiaofengGao12JunchiYAn12HongyuAnZha3Abstract(MC)whereonehasauser-itemratingmatrixwhoseentr...
SpectralNormalisationforDeepReinforcementLearning:AnOptimisationPerspectiveFlorinGogiAnu12TudorBerariu3MihaelaRosca45ClaudiaClopath34LuciAnBusoniu2RazvAnPascAnu4AbstractFigure1:Optimisationrivalsal...
SCC:AnEfficientDeepReinforcementLearningAgentMasteringtheGameofStarCraftIIXiAngjunWAng1JunxiaoSong1PenghuiQi1PengPeng1ZhenkunTAng1WeiZhAng1WeiminLi1XiongjunPi1JujieHe1ChaoGao1HaitaoLong1QuAnYuAn1Ab...
RobustLearning-AugmentedCaching:AnExperimentalStudyJakubChłe˛dowski1AdamPolak2BartoszSzabucki1KonradZ˙ołna13Abstractoptimizationgoalistomaximizethenumberofcachehits,i.e.,situationswhenthereques...
MarginalContributionFeatureImportAnce-AnAxiomaticApproachforExplainingDataAmnonCatav1BoyAngFu2YazeedZoabi3AhuvaWeiss-Meilik4NoamShomron3JasonErnst256SriramSAnkararamAn257RAnGilad-Bachrach8Abstract1...
LinkPredictionwithPersistentHomology:AnInteractiveViewZuoyuYAn1TengfeiMa2LiAngcaiGao1ZhiTAng1ChaoChen3Abstractdistributionsoflinks,e.g.,nodeswithsimilarconnectivityfeaturestendtobeconnected.Betterp...
EfficientTTS:AnEfficientAndHigh-QualityText-to-SpeechArchitectureChenfengMiao1ShuAngLiAng1ZhengchenLiu1MinchuAnChen1JunMa1ShaojunWAng1JingXiao1AbstractsivemodelshasbeensubstAntiallypromoted,thesynt...
DAGswithNoCurl:AnEfficientDAGStructureLearningApproachYueYu1TiAnGao2NaiyuYin3QiAngJi3AbstractHowever,DAGlearningisproventobeNP-hard(Chicker-ingetal.,2004)Andscalabilitybecomesamajorissue.Recentlydi...
ClusterabilityasAnAlternativetoAnchorPointsWhenLearningwithNoisyLabelsZhaoweiZhu1YiwenSong2YAngLiu1AbstractparameterizedDNNs(Xiaetal.,2021;HAnetal.,2020),AndleadtounexpectedAnddisparateimpacts(Liu,...
Causality-awarecounterfactualconfoundingadjustmentasAnalternativetolinearresidualizationinAnticausalpredictiontasksbasedonlinearlearnersEliasChaibubNeto1Abstractinneuroimagestudies1.Linearresiduali...
AnInformation-GeometricDistAnceontheSpaceofTasksYAnsongGao1PratikChaudhari2AbstractFigure1.CoupledtrAnsferofthedataAndtheconditionaldis-tribution.WesolveAnoptimizationproblemthattrAnsportstheThispa...
AnIntegerLinearProgrammingFrameworkforMiningConstraintsfromDataTaoMeng1Kai-WeiChAng1Abstractstraints(PunyakAnoketal.,2005;SamdAni&Roth,2012;Nowozin&Lampert,2011).Forexample,inpart-of-speechStructur...
AnIdentifiableDoubleVAEForDisentAngledRepresentationsGraziAnoMita12MaurizioFilippone1PietroMichiardi1Abstractz1Alargepartoftheliteratureonlearningdisen-z2tAngledrepresentationsfocusesonvariationala...
AnEnd-to-EndFrameworkforMolecularConformationGenerationviaBilevelProgrammingMinkaiXu12WujieWAng3ShitongLuo4ChenceShi12YoshuaBengio125RafaelGomez-Bombarelli3JiAnTAng156Abstractthoughthisisempiricall...
AnExactSolverfortheWeston-WatkinsSVMSubproblemYutongWAng1ClaytonScott12AbstractslightedgeintermsofbothefficiencyAndaccuracy.ThisworkfocusesonthecomputationalissuesofsolvingtheRecentempiricalevidenc...
AnAlgorithmforStochasticAndAdversarialBAnditswithSwitchingCostsChloe´Rouyer1YevgenySeldin1Nicolo`Cesa-BiAnchi2AbstractAnarmdifferentfromtheoneplayedinthepreviousround.Suchswitchingcostmayoccurinth...
ACE:ExplainingclusterfromAnadversarialperspectiveYAngYoungLu1TimothyC.Yu2GiAncarloBonora1WilliamStaffordNoble13Abstractcorrespondtofeaturesofthosecells(geneexpressionval-ues,methylationevents,etc.)...
“Hey,that’snotAnODE”:FasterODEAdjointsviaSeminormsPatrickKidger12RickyT.Q.Chen34TerryLyons12AbstractarecomposedsuchthatNeuraldifferentialequationsmaybetrainedz(τ)=1(x,φ),bybackpropagatinggradi...
VoiceSeparationwithAnUnknownNumberofMultipleSpeakersEliyAnachmAni12YossiAdi1LiorWolf12Abstractthispartialrepresentations.Sincetheorderofthespeakersisconsideredarbitrary(itishardtosortvoices),oneuse...