GNNAutoScale:ScalableandExpressiveGraphNeuralNetworksviaHistoricalEmbeddingsMatthiasFey1JanEricLenssen1FrankWeichert1JureLeskovec2AbstractWhilethefull-gradientinaGNNisstraightforwardtocom-pute,assu...
KOcodes:inventingnonlinearencodinganddecodingforreliablewirelesscommunicationviadeep-learningAshokVardhanMakkuva1XiyangLiu2MohammadVahidJamali3HessamMahdavifar3SewoongOh2PramodViswanath1Abstract1.I...
Fixed-ParameterandApproximationAlgorithmsforPCAwithOutliersYogeshDahiya1FedorFomin2FahadPanolan3KirillSimonov2AbstractYoung,1936),PCAisefficientlysolvableviaSingularValueDecomposition(SVD).PCAisuse...
f-Domain-AdversarialLearning:TheoryandAlgorithmsDavidAcuna123GuojunZhang43MarcT.Law1SanjaFidler123Abstractlabeledandunlabeleddatasets,anditisexpectedtogen-eralizewelltothetargetdatasetifthegapbetwe...
FairnessandBiasinOnlineSelectionJose´Correa1andre´sCristi1PaulDu¨tting2AshkanNorouzi-Fard2Abstractalsoitnaturallyencompassesmanyreal-worlddecisionmak-ingprocesseswherebiasedevaluationsshouldbeav...
ExaminingandCombatingSpuriousFeaturesunderDistributionShiftChuntingZhou1XuezheMa2PaulMichel1GrahamNeubig1Abstract(a)ERM(b)GroupDRO[clean](average=93.3%robust=83.4%)(average=96.5%robust=95.8%)Acentr...
ExactGapbetweenGeneralizationErrorandUniformConvergenceinRandomFeatureModelsZitongYang1YuBai2SongMei3AbstractBoundsonuniformconvergenceusuallytaketheformofcomplexity/n(Vapnik,1995),wherethenumerato...
EstimationandQuantizationofExpectedPersistenceDiagramsVincentDivol1ThéoLacombe1Abstractmulti-scalefashion.Relyingonpersistenthomologytheory(Edelsbrunneretal.,2000;Zomorodian&Carlsson,2005;Persiste...
EfficientNetV2:SmallerModelsandFasterTrainingMingxingTan1QuocV.Le1AbstractEffNetV2-XL(21k)87ThispaperintroducesEfficientNetV2,anewfam-ilyofconvolutionalnetworksthathavefasterL(21k)trainingspeedandb...
EfficientTTS:AnEfficientandHigh-QualityText-to-SpeechArchitectureChenfengMiao1ShuangLiang1ZhengchenLiu1MinchuanChen1JunMa1ShaojunWang1JingXiao1Abstractsivemodelshasbeensubstantiallypromoted,thesynt...
EffcientDeviationTypesandLearningforHindsightRationalityinExtensive-FormGamesDustinMorrill1Ryand’Orazio2MarcLanctot3JamesR.Wright1MichaelBowling13AmyR.Greenwald4Abstractmeasuredbyregretinhindsight...
DynamicPlanningandLearningunderRecoveringRewardsDavidSimchi-Levi1ZeyuZheng2FengZhu1Abstractimmediatelydropsafteritispulled,andthengraduallyre-coversifthearmisnotpulledinthesubsequenttimeperiods.Mot...
FusedAcousticandTextEncodingforMultimodalBilingualPretrainingandSpeechTranslationRenjieZheng1JunkunChen2MingboMa1LiangHuang12AbstractSpeechAbundantScarceTranscriptionRecently,representationlearning...
DisentanglingLabelingandSamplingBiasforLearninginLarge-outputSpacesAnkitSinghRawat1AdityaKrishnaMenon1WittawatJitkrittum1SadeepJayasumana1FelixX.Yu1SashankJ.Reddi1SanjivKumar1Abstractcloselyascheme...
DisentanglingSyntaxandSemanticsintheBrainwithDeepNetworksCharlotteCaucheteux12AlexandreGramfort1Jean-RemiKing23AbstractA.B.TheactivationsoflanguagetransformerslikeLexicalCompositionalGPT-2havebeens...
DiffusionEarthMover’sDistanceandDistributionEmbeddingsAlexanderTong1GuillaumeHuguet23AmineNatik23KincaidMacDonald4ManikKuchroo51RonaldR.Coifman4GuyWolf†23SmitaKrishnaswamy†51Abstract1.Introducti...
DifferentiableSortingNetworksforScalableSortingandRankingSupervisionFelixPetersen1ChristianBorgelt2HildeKuehne34OliverDeussen1AbstractRecently,theideaofend-to-endtrainingofneuralnetworkswithsorting...
DifferentiableDynamicQuantizationwithMixedPrecisionandAdaptiveResolutionZhangZhaoyang1ShaoWenqi1GuJinwei23WangXiaogang1LuoPing4Abstractdynamicrangeandstepsizearefreezedineachlayer.Sec-ondly,gradien...
DG-LMC:ATurn-keyandScalableSynchronousDistributedMCMCAlgorithmviaLangevinMonteCarlowithinGibbsVincentPlassier12MaximeVono2AlainDurmus3EricMoulines1Abstractmachinelearningmethods.Indeed,firsttheamou...
DecouplingValueandPolicyforGeneralizationinReinforcementLearningRobertaRaileanu1RobFergus1Abstractization(Farebrotheretal.,2018;Zhangetal.,2018a;Cobbeetal.,2018;Igletal.,2019),dataaugmentation(Cobb...