LearningMixturesofGraphsfromEpidemicCascadesJessicaHoffmann1SoumyaBasu1SurbhiGoel1ConstantineCaramanis1AbstractRodriguezetal.,2013;Chengetal.,2014;Zhaoetal.,2015;Liuetal.,2019),detectingthem(Arias-...
CausalStrategicLinearRegressionYonadavShavit1BenjaminL.Edelman1BrianAxelrod2Abstractthen,aresomemodelskepthiddenfromtheviewofthosesubjecttotheirdecisions?Inmanypredictivedecision-makingscenarios,su...
LearningfromIrregularly-SampledTimeSeries:AMissingDataPerspectiveStevenCheng-XianLi1BenjaminM.Marlin1Abstractcreatemultiplechallengesforclassicalmachinelearningmodelsandalgorithmsthatrequiredatatob...
LearningandSamplingofAtomicInterventionsfromObservationsArnabBhattacharyya1SutanuGayen1SaravananKandasamy2AshwinMaran3N.V.Vinodchandran4Abstracttime.WestudytheproblemofefficientlyestimatingWeextend...
Graph-based,Self-SupervisedProgramRepairfromDiagnosticFeedbackMichihiroYasunaga1PercyLiang1LSTMLASTbMstractLSTMBrokenProgramEvaluator(compiler)WeconsidertheprLoSbTlMemoflearnLiSnTgMtorepairpro-(`ch...
Graph-basedNearestNeighborSearch:fromPracticetoTheoryLiudmilaProkhorenkova123AleksandrShekhovtsov13Abstract1975;Meiser,1993).Inparticular,thealgorithmsbasedonrecursivepartitionsofthespace,likek-dth...
GenerativePretrainingfromPixelsMarkChen1AlecRadford1RewonChild1JeffWu1HeewooJun1DavidLuan1IlyaSutskever1Abstractonthebenefitsofdeepunsupervisedrepresentationsandre-portedstrongresultsusingasinglela...
fromSetstoMultisets:ProvableVariationalInferenceforProbabilisticIntegerSubmodularModelsAytuncSahin1YataoBian2JoachimM.Buhmann1AndreasKrause1Abstracttionperspective.Usingthecelebratedgreedyalgorithm...
fromPACtoInstance-OptimalSampleComplexityinthePlackett-LuceModelAadirupaSaha1AdityaGopalan1Abstractetal.,2013;Radlinskietal.,2008),crowdsourcedranking(Chenetal.,2013),tournamentdesign(Graepel&Herbr...
fromImportanceSamplingtoDoublyRobustPolicyGradientJiaweiHuang1NanJiang1AbstractSummaryofthePaperWeprovideasimpleandpositiveanswertotheabovequestionintheepisodicRLsetting.InWeshowthaton-policypolicy...
fromLocalSGDtoLocalFixed-PointMethodsforFederatedLearningGrigoryMalinovsky1DmitryKovalev2ElnurGasanov2LaurentCondat2PeterRichtárik2Abstractoneplaceistocommunicate,tokeepmovingtowardsthesolutionoft...
fromImageNettoImageClassification:ContextualizingProgressonBenchmarksDimitrisTsipras1ShibaniSanturkar1LoganEngstrom1AndrewIlyas1AleksanderMa˛dry1Abstract(a)missile(b)stage(c)monasteryBuildingrichm...
fromChaostoOrder:SymmetryandConservationLawsinGameDynamicsSaiGaneshNagarajan1DavidBalduzzi2GeorgiosPiliouras1Abstractassumptionisnotalwaysvalidinpractice.Indeed,innu-merouscasesofmulti-agentcompeti...
ExtremeMulti-labelClassificationfromAggregatedLabelsYanyaoShen1Hsiang-fuYu2SujaySanghavi12InderjitDhillon23Abstractitybecomesgrowinglyexpensive.Asaresult,modernma-chinelearningapplicationsneedtodea...
AutoML-Zero:EvolvingMachineLearningAlgorithmsfromScratchEstebanReal1ChenLiang1DavidR.So1QuocV.Le1Abstractfield,rangingfromlearningstrategiestonewarchitectures[Rumelhartetal.,1986;LeCunetal.,1995;Ho...
EfficientlySamplingFunctionsfromGaussianProcessPosteriorsJamesT.Wilson1ViacheslavBorovitskiy23AlexanderTerenin1PeterMostowsky2MarcPeterDeisenroth4Abstracttionandlong-termversusshort-termrewards.Bay...
EfficientPolicyLearningfromSurrogate-LossClassificationReductionsAndrewBennett1NathanKallus1Abstractapproachesmayincorrectlyinferthatapolicyofalwaysas-signinglessinvasivetreatmentswillobtainbettero...
CertifiedDataRemovalfromMachineLearningModelsChuanGuo1TomGoldstein2AwniHannun2LaurensvanderMaaten2Abstractinferenceattacks(Yeometal.,2018;Carlinietal.,2019)areunsuccessfulondatathatwasremovedfromth...
CAUSE:LearningGrangerCausalityfromEventSequencesusingAttributionMethodsWeiZhang1ThomasKobberPanum2SomeshJha13PrasadChalasani3DavidPage4AbstractInthispaper,wefocusonthefundamentalproblemofun-coverin...
CausalStructureDiscoveryfromDistributionsArisingfromMixturesofDAGsBasilSaeed1SnigdhaPanigrahi2CarolineUhler13AbstractseparationstatementsintheDAG(knownasd-separation)throughtheMarkovproperty(Laurit...