UnifyingVision-and-LanguageTasksviaTextGenerationJaeminCho1JieLeiHaoTanMohitBansalUNCChapelHill{jmincho,jielei,haotan,mbansal}@cs.unc.eduAbstract21Existingmethodsforvision-and-languagelearn-ingtypi...
Zero-ShotText-to-ImageGenerationAdityaRamesh1MikhailPavlov1GabrielGoh1ScottGray1ChelseaVoss1AlecRadford1MarkChen1IlyaSutskever1AbstractFigure1.Comparisonoforiginalimages(top)andreconstructionsfromt...
XOR-CD:LinearlyConvergentConstrainedStructureGenerationFanDing1JianzhuMa2JinboXu3YexiangXue1AbstractOriginLRPSEWeproposeXOR-ContrastiveDivergencelearn-!2!1Match(M)SMI2ing(XOR-CD),aprovableapproachf...
PixelTransformer:SampleConditionedSignalGenerationShubhamTulsiani1AbhinavGupta12https://shubhtuls.github.io/PixelTransformer/Abstracttoconditioninferenceonsparseobservationse.g.pixelvalues.Asanalte...
LearningGradientFieldsforMolecularConformationGenerationChenceShi12ShitongLuo3MinkaiXu12JianTang145Abstractamorenaturalandintrinsicrepresentationformoleculesistheirthree-dimensionalstructures,where...
Meta-StyleSpeech:Multi-SpeakerAdaptiveText-to-SpeechGenerationDongchanMin1DongBokLee1EunhoYang12SungJuHwang12Abstractsynthesis.ThemajorityoftheTTSmodelsaimtosynthe-sizehighqualityspeechofasinglespe...
FairnessforImageGenerationwithUncertainSensitiveAttributesAjilJalal1SushrutKarmalkar2JessicaHoffmann2AlexandrosG.Dimakis1EricPrice2Abstractrecentcontroversieshaveeruptedoverhowcurrentmachinelearnin...
EL-Attention:MemoryEfficientLosslessAttentionforGenerationYuYan1JiushengChen1WeizhenQi2NikhilBhendawade1YeyunGong3NanDuan3RuofeiZhang4Abstractpruninglayer(Fanetal.,2019)ortrainingasmallerstu-dentmo...
BANG:BridgingAutoregressiveandNon-autoregressiveGenerationwithLargeScalePretrainingWeizhenQi12YeyunGong3JianJiao4YuYan4WeizhuChen4DayihengLiu25KewenTang4HouqiangLi1JiushengChen4RuofeiZhang4MingZhou...
AnEnd-to-EndFrameworkforMolecularConformationGenerationviaBilevelProgrammingMinkaiXu12WujieWang3ShitongLuo4ChenceShi12YoshuaBengio125RafaelGomez-Bombarelli3JianTang156Abstractthoughthisisempiricall...
SequenceGenerationwithMixedRepresentationsLijunWu12ShufangXie2YingceXia2YangFan3TaoQin2JianhuangLai1Tie-YanLiu2AbstractTable1.AGermansentenceexample(Oristandsfororiginal)oftokenizationresultsbyBPE,...
RecurrentHierarchicalTopic-GuidedRNNforLanguageGenerationDandanGuo1BoChen1RuiyingLu1MingyuanZhou2Abstractlatentrepresentation,theytypicallytreateachdocumentasabagofwords(BoW),ignoringwordorder(Grif...
OnLeveragingPretrainedGANsforGenerationwithLimitedDataMiaoyunZhao1YulaiCong1LawrenceCarin1AbstractAlthoughmanypowerfulGANmodelspretrainedonlarge-scaledatasetshavebeenreleased,feweffortshavebeenRece...
LeveragingProceduralGenerationtoBenchmarkReinforcementLearningKarlCobbe1ChristopherHesse1JacobHilton1JohnSchulman1Abstractoraretheyapproximatelymemorizingspecifictrajectories?WeintroduceProcgenBenc...
HierarchicalGenerationofMolecularGraphsusingStructuralMotifsWengongJin1ReginaBarzilay1TommiJaakkola1Abstractgradientsacrosstheiterativesteps.GraphGenerationtechniquesareincreasinglybe-Largemolecule...
DispersedExponentialFamilyMixtureVAEsforInterpretableTextGenerationWenxianShi1HaoZhou1NingMiao1LeiLi1Abstractsentencestoaregularizedlatentvariablez,whichcanbeusedtoderiveinterpretablestructures(Bow...
ConstructiveUniversalHigh-DimensionalDistributionGenerationthroughDeepReLUNetworksDmytroPerekrestenko1StephanMu¨ller1HelmutBo¨lcskei12Abstractquence.Here,theinputlayersizeisdeterminedbythedimensi...
AdversarialMutualInformationforTextGenerationBoyuanPan1YazhengYang2KaizhaoLiang3BhavyaKailkhura4ZhongmingJin5Xian-ShengHua5DengCai1BoLi3Abstractdemonstrateddominantperformanceinvarioustasks,suchasd...
ATree-StructuredDecoderforImage-to-MarkupGenerationJianshuZhang12JunDu1YongxinYang3Yi-ZheSong3SiWei2LirongDai1AbstractAARecentencoder-decoderapproachestypicallyem-BEBEploystringdecoderstoconvertima...
Non-MonotonicSequentialTextGenerationSeanWelleck1Kiante´Brantley2HalDaume´III23KyunghyunCho145Abstract14areStandardsequentialGenerationmethodsassumeapre-specifiedGenerationorder,suchastextgener-2...