WhichTransformerArchitecturefitsmydata?Avocabularybottleneckinself-attentionNoamWies1YoavLevine1DanielJannai1AmnonShashua1Abstractunchanged,thechosenratiobetweenthenumberofself-attentionlayers(dept...
NeuralArchitectureSearchwithoutTrainingJosephMellor1JackTurner2AmosStorkey2ElliotJ.Crowley3AbstractshiftfromdesigningArchitecturestodesigningalgorithmsthatsearchforcandidateArchitectures(Elskenetal...
MassivelyParallelandAsynchronousTsetlinMachineArchitectureSupportingAlmostConstant-TimeScalingKurugeDarshanaAbeyrathna1BimalBhattarai1MortenGoodwin1SaeedRahimiGorji1Ole-ChristofferGranmo1LeiJiao1Ru...
LearningbyTurning:NeuralArchitectureAwareOptimisationYangLiu1JeremyBernstein2MarkusMeister2YisongYue2AbstractThisobservationmotivatesthecombinedstudyofarchi-tectureandoptimisation,andthispaperexplo...
iDARTS:DifferentiableArchitectureSearchwithStochasticImplicitGradientsMiaoZhang12StevenSu2ShiruiPan1XiaojunChang1EhsanAbbasnejad3RezaHaffari1Abstractplications(Renetal.,2020;Chengetal.,2020;Cheneta...
HEMET:AHomomorphic-Encryption-FriendlyPrivacy-PreservingMobileNeuralNetworkArchitectureQianLou1LeiJiang1AbstractPPNNs(Brutzkusetal.,2019;Dathathrietal.,2019;2020)approximatetheiractivationsbyadegre...
HardCoRe-NAS:HardConstraineddiffeRentiableNeuralArchitectureSearchNivNayman1YonathanAflalo1AsafNoy1LihiZelnik-Manor1Abstract78Oursfromscratch77.5Oursfine-tune:400+15NRealisticuseofneuralnetworksoft...
GeneralizationGuaranteesforNeuralArchitectureSearchwithTrain-ValidationSplitSametOymak1MingchenLi2MahdiSoltanolkotabi3Abstractportantfordeeplearningapplicationswheretherearemanypossibilitiesforchoo...
KNAS:GreenNeuralArchitectureSearchJingjingXu1LiangZhao2JunyangLin3RundongGao1XuSun12HongxiaYang3Abstracttecture.Theoptimizationmethoddictateshowtoexplorethesearchspace.Architectureevaluationisrespo...
Few-shotNeuralArchitectureSearchYiyangZhao1LinnanWang2YuandongTian3RodrigoFonseca2TianGuo1AbstractOneArchitectureEfficientevaluationofanetworkArchitecture?:entire?drawnfromalargesearchspaceremain...
EfficientTTS:AnEfficientandHigh-QualityText-to-SpeechArchitectureChenfengMiao1ShuangLiang1ZhengchenLiu1MinchuanChen1JunMa1ShaojunWang1JingXiao1Abstractsivemodelshasbeensubstantiallypromoted,thesynt...
CATE:Computation-awareNeuralArchitectureEncodingwithTransformersShenYan1KaiqiangSong23FeiLiu2MiZhang1Abstract2020)ordesigningefficientArchitecturesearchandevalu-ationmethods(Luoetal.,2018b;Shietal....
AdaXpert:AdaptingNeuralArchitectureforGrowingDataShuaichengNiu12JiaxiangWu3GuanghuiXu1YifanZhang4YongGuo1PeilinZhao3PengWang5MingkuiTan16Abstract80networkadjustmentInreal-worldapplications,dataofte...
StabilizingDifferentiableArchitectureSearchviaPerturbation-basedRegularizationXiangningChen1Cho-JuiHsieh1AbstractHowever,thesemethodsusuallyrequiremassivecomputa-tionresources.Recently,avarietyofap...
OnLayerNormalizationintheTransformerArchitectureRuibinXiong†12YunchangYang3DiHe45KaiZheng4ShuxinZheng5ChenXing6HuishuaiZhang5YanyanLan12LiweiWang43Tie-YanLiu5Abstract1.IntroductionTheTransformeris...
NeuralArchitectureSearchinAProxyValidationLossLandscapeYanxiLi1MinjingDong1YunheWang2ChangXu1Abstractwhichshowapromisingfutureofthisfield.Althoughhard-wareperformancehasimproved,NASisstillcomputati...
NADS:NeuralArchitectureDistributionSearchforUncertaintyAwarenessRandyArdywibowo1ShahinBoluki1XinyuGong2ZhangyangWang2XiaoningQian1Abstractlousdatacancomeinsettingssuchasinautonomousdriv-ing(Kendall...
GenerativeTeachingNetworks:AcceleratingNeuralArchitectureSearchbyLearningtoGenerateSyntheticTrainingDataFelipePetroskiSuch1AdityaRawal1JoelLehman1KennethO.Stanley1JeffClune12Abstract1.Introductiona...
TheImpactofNeuralNetworkOverparameterizationonGradientConfusionandStochasticGradientDescentKarthikA.Sankararaman12SohamDe3ZhengXu2W.RonnyHuang2TomGoldstein2AbstractClassicalstochasticoptimizationth...
AnExplicitlyRelationalNeuralNetworkArchitectureMurrayShanahan12KyriacosNikiforou1AntoniaCreswell1ChristosKaplanis1DavidBarrett1MartaGarnelo1AbstractRepresentationsthataregeneral-purposeandreusablei...