YouOnlySample(Almost)Once:LinearCostSelf-AttentionViaBernoulliSamplingZhanpengZeng1YunyangXiong1SathyaN.Ravi2ShaileshAcharya3GlennFung3VikasSingh1Abstractlanguageinference(Devlinetal.,2019)andparap...
LearningNoiseTransitionMatrixfromOnlyNoisyLabelsviaTotalVariationRegularizationYivanZhang12GangNiu2MasashiSugiyama21AbstractBackground.Earlystudiesonlearningfromnoisylabelscanbetracedbacktotherando...
BatchValue-functionApproximationwithOnlyRealizabilityTengyangXie1NanJiang1Abstractthissubproblem,wecreateapiecewiseconstantfunctionclassofstatisticalcomplexityO(1/2)thatcanexpressbothWemakeprogress...
FederatedLearningwithOnlyPositiveLabelsFelixX.Yu1AnkitSinghRawat1AdityaKrishnaMenon1SanjivKumar1AbstractThissettingcanalsobeextendedtothecasewhereeachuserhasaccesstodataassociatedwithasmallnumberof...
Cost-effectivelyIdentifyingCausalEffectsWhenOnlyResponseVariableisObservableTian-ZuoWang1Xi-ZhuWu1Sheng-JunHuang2Zhi-HuaZhou1AbstractPearlcontributedaseriesofseminalworks(Pearl,2009)inidentifyingca...
√LearningLinear-QuadraticRegulatorsEfficientlywithOnlyTRegretAlonCohen12TomerKoren3YishayMansour14AbstractAbbasi-YadkoriandSzepesva´ri(2011)werethefirsttoad-dresstheadaptivecontrolproblemfromalea...
AUTOVC:Zero-ShotVoiceStyleTransferwithOnlyAutoencoderLossKaizhiQian1YangZhang23ShiyuChang23XuesongYang1MarkHasegawa-Johnson1Abstractingdata,i.e.speechpairswherethetwospeakersutterthesamesentences.O...