VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationalDataassimil...
TrainingDataSubsetSelectionforRegressionWithControlledGeneralizationErrorDurgaSivasubramanian1RishabhIyer2GaneshRamakrishnan1AbirDe1Abstractreliabilityofthelearnedmodel.Therefore,thesuccessofsevera...
TargetedDataAcquisitionforEvolvingNegotiationAgentsMinaeKwon1SiddharthKaramcheti1Mariano-FlorentinoCue´llar2DorsaSadigh1Abstract(Baarslagetal.,2016;Leetal.,2018).Considerastandardnon-cooperativene...
StatisticalEstimationfromDependentDataYuvalDagan1ConstantinosDaskalakis1NishanthDikkala2SurbhiGoel3VardisKandiros1Abstractonxi,i.e.thatWeconsiderageneralstatisticalestimationprob-nlemwhereinbinaryl...
SelectingDataAugmentationforSimulatingInterventionsMaximilianIlse1JakubM.Tomczak2PatrickForre´1AbstractInthefieldofdomaingeneralization,onetriestofindarep-resentationthatgeneralizesacrossdifferent...
RobustPolicyGradientagainstStrongDataCorruptionXuezhouZhang1YidingChen1JerryZhu1WenSun2AbstracthighlynoisyData,suchasautonomousdriving,quantitativetrading,ormedicaldiagnosis.Westudytheproblemofrobu...
RobustLearningforDataPoisoningAttacksYunjuanWang1PooryaMianjy1RamanArora1AbstractinsettingswhereanadversarycanaffectanypartofthetrainingData.Therefore,inthispaper,weareinterestedinWeinvestigatether...
RissanenDataAnalysis:ExaminingDatasetCharacteristicsviaDescriptionLengthEthanPerez1DouweKiela2KyunghyunCho13Abstract12WeintroduceamethodtodetermineifacertainFigure1.Acapabilityfisusefulifitshortens...
WhenDoesDataAugmentationHelpWithMembershipInferenceAttacks?YigitcanKaya1TudorDumitras,1Abstractetal.,2018;Shokrietal.,2017).Inparticular,thisenablesmembershipinferenceattacks(MIAs)tofindoutwhetherD...
WhichTransformerarchitecturefitsmyData?Avocabularybottleneckinself-attentionNoamWies1YoavLevine1DanielJannai1AmnonShashua1Abstractunchanged,thechosenratiobetweenthenumberofself-attentionlayers(dept...
PROGRAML:AGraph-basedProgramRepresentationforDataFlowAnalysisandCompilerOptimizationsChrisCummins1ZachariasV.Fisches2TalBen-Nun2TorstenHoefler2MichaelO’Boyle3HughLeather1AbstractInputProgramOutput...
RATT:LeveragingUnlabeledDatatoGuaranteeGeneralizationSaurabhGarg1SivaramanBalakrishnan12J.ZicoKolter3ZacharyC.Lipton1Abstractityofthehypothesisclass.AfterfittingthemodelontheavailableData,onecanplu...
OnDisentangledRepresentationsLearnedfromCorrelatedDataFrederikTräuble1ElliotCreager2NikiKilbertus3FrancescoLocatello4AndreaDittadi5AnirudhGoyal6BernhardSchölkopf1StefanBauer17AbstractFigure1.Whil...
LeveragingPublicDataforPracticalPrivateQueryReleaseTerranceLiu1GiuseppeVietri2ThomasSteinke3JonathanUllman4ZhiweiStevenWu1AbstractInpractice,generatingaccuratedifferentiallyprivatesyn-theticDataset...
LearningStochasticBehaviourfromAggregateDataShaojunMa1ShuLiu1HongyuanZha2HaominZhou1Abstractual,themainobjectiveoflearningdynamicsinaggregateDataistorecoverandpredicttheevolutionofdistributionLearn...
LearningfromSimilarity-ConfidenceDataYuzhouCao1LeiFeng23YitianXu1BoAn4GangNiu3MasashiSugiyama35Abstractjanetal.,2013;Hanetal.,2018b;a;Zhangetal.,2019;Xiaetal.,2019;2020),partial-labellearning(Coure...
LearningfromBiasedData:ASemi-ParametricApproachPatriceBertail1StephanCle´menc¸on2YannickGuyonvarch2NathanNoiry2AbstractdistributionPand:Z×Θ→R+isagivenlossfunc-Weconsiderriskminimizationproblem...
LearningfromNestedDatawithOrnsteinAuto-EncodersYoungwonChoi12SungdongLee1Joong-HoWon1Abstracttureforeachdigit.Inmulticenterelectronichealthrecords,patientsarenestedwithinahospital.ForsuchnestedData...
ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1Abstractprovidespowerfultoolstoimproveandevaluatemodelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
JustHowToxicisDataPoisoning?AUnifiedBenchmarkforBackdoorandDataPoisoningAttacksAviSchwarzschild1MicahGoldblum2ArjunGupta3JohnP.Dickerson2TomGoldstein2AbstractAtthisscale,itisofteninfeasibletoproper...