Self-supervisedLabelAugmentationviaInputTransformationsHankookLee1SungJuHwang234JinwooShin21Abstractsentationlearningforimages(Doerschetal.,2015;Noroozi&Favaro,2016;Larssonetal.,2017;Gidarisetal.,2...
RobustnesstoProgrammableStringTransformationsviaAugmentedAbstractTrainingYuhaoZhang1AwsAlbarghouthi1LorisD’Antoni1Abstractafinitealphabet—thatarerobusttoadversarialexamples.Sequencesoverfinitealp...
OntheGeneralizationEffectsofLinearTransformationsinDataAugmentationSenWu1HongyangR.Zhang2GregoryValiant1ChristopherRe´1Abstracttoreducethesearchcost,sinceRL-basedtechniquesarecomputationallyexpens...
LearningtoGroovewithInverseSequenceTransformationsJonGillick12AdamRoberts2JesseEngel2DouglasEck2DavidBamman1Abstractingwithdeepgenerativemodels,motivatingrecentworkonconditionalgenerationinseveralm...
DVAE++:DiscreteVariationalAutoencoderswithOverlappingTransformationsArashVahdat1WilliamG.Macready1ZhengbingBian1AmirKhoshaman1EvgenyAndriyash1AbstractSoftmaxtechnique(Maddisonetal.,2016;Jangetal.,2...
WarpedConvolutions:EfficientInvariancetoSpatialTransformationsJoa˜oF.Henriques1AndreaVedaldi1Abstractacrossspace)andlesscomputation(duetotheirlimitedsupport)comparedtoafully-connectedlayer.Itsloca...