Efficient Full-Matrix Adaptive Regularization

EfficientFull-MatrixAdaptiveRegularizationNamanAgarwal1BrianBullins12XinyiChen1EladHazan12KaranSingh12CyrilZhang12YiZhang12AbstractThisbringsustoadaptiveregularization:themostsophis-ticated,hardtoi...

Efficient Dictionary Learning with Gradient Descent

EfficientDictionaryLearningwithGradientDescentDarGilboa12SamBuchanan32JohnWright32Abstractthesemaybehighlysuboptimal,sincenonconvexoptimiza-tionisingeneralanNP-hardprobem(Bertsekas,1999).Randomlyin...

Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems

EfficientAmortisedBayesianInferenceforHierarchicalandNonlinearDynamicalSystemsGeoffreyRoeder12PaulKGrant1AndrewPhillips1NeilDalchau1EdwardMeeds1Abstractmodels(Archeretal.,2015;Karletal.,2016),(non)...

EDDI Efficient Dynamic Discovery of High-Value Information with Partial VAE

Distributional Reinforcement Learning for Efficient Exploration

DistributionalReinforcementLearningforEfficientExplorationBorislavMavrin12HengshuaiYao3LinglongKong12KaiwenWu4YaoliangYu4AbstractDeterministicenvironmentIndistributionalreinforcementlearning(RL),th...

Bandit Multiclass Linear Classification Efficient Algorithms for the Separable Case

BanditMulticlassLinearClassification:EfficientAlgorithmsfortheSeparableCaseAlinaBeygelzimer1Da´vidPa´l1Bala´zsSzo¨re´nyi1DevanathanThiruvenkatachari2Chen-YuWei3ChichengZhang4Abstractandreveals...

Towards More Efficient Stochastic Decentralized Learning Faster Convergence and Sparse Communication

TowardsMoreEfficientStochasticDecentralizedLearning:FasterConvergenceandSparseCommunicationZebangShen12AryanMokhtari3TengfeiZhou1PeilinZhao4HuiQian1Abstractvariableofnoden,theproblemofinterestisRec...

Racing Thompson an Efficient Algorithm for Thompson Sampling with Non-conjugate Priors

RacingThompson:anEfficientAlgorithmforThompsonSamplingwithNon-conjugatePriorsYichiZhou1JunZhu1JingweZhuo1AbstractAsoneofthemostimportantproblemsinlearninganddecision-makinginunknownenvironments,MAB...

Path-Level Network Transformation for Efficient Architecture Search

Path-LevelNetworkTransformationforEfficientArchitectureSearchHanCai1JiachengYang1WeinanZhang1SongHan2YongYu1Abstractthisprocesstypicallyrequiresyearsofextensiveinvestiga-tionbyhumanexperts,whichisn...

K-Beam Minimax Efficient Optimization for Deep Adversarial Learning

K-BeamMinimax:EfficientOptimizationforDeepAdversarialLearningJihunHamm1Yung-KyunNoh2AbstractTodefinetheproblem,considerareal-valuedfunctionf(u,v)onasubsetU×V⊆Rd×RD.A(continuous)min-Minimaxoptimi...

Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow

FastandSampleEfficientInductiveMatrixCompletionviaMulti-PhaseProcrustesFlowXiaoZhang1SimonS.Du2QuanquanGu3Abstractmographicinformation(genders,occupation)forusersorproductinformation(genre,director...

Efficient Neural Audio Synthesis

EfficientNeuralAudioSynthesisNalKalchbrenner1ErichElsen2KarenSimonyan1SebNoury1NormanCasagrande1EdwardLockhart1FlorianStimberg1Aa¨ronvandenOord1SanderDieleman1KorayKavukcuoglu1Abstractages(vandenO...

Efficient Neural Architecture Search via Parameters Sharing

EfficientNeuralArchitectureSearchviaParameterSharingHieuPham12MelodyY.Guan3BarretZoph1QuocV.Le1JeffDean1Abstractconsuming,e.g.Zophetal.(2018)use450GPUsfor3-4days(i.e.32,400-43,200GPUhours).Meanwhil...

Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation

EfficientModel–BasedDeepReinforcementLearningwithVariationalStateTabulationDaneCorneil1WulframGerstner1JohanniBrea1Abstractstates(e.g.Mnihetal.(2015;2016))andlearningapproxi-matedynamicstoperformp...

Efficient Gradient-Free Variational Inference using Policy Search

EfficientGradient-FreeVariationalInferenceusingPolicySearchOlegArenz1MingjunZhong2GerhardNeumann13Abstractuseitforinference,acommonapproachistouseVaria-tionalInference(VI)toapproximatethetargetdist...

Efficient First-Order Algorithms for Adaptive Signal Denoising

EfficientFirst-OrderAlgorithmsforAdaptiveSignalDenoisingDmitriiOstrovskii1ZaidHarchaoui2AbstractsubspacesSofsignalswhosespectralrepresentation,asgivenbytheDiscreteFourierorDiscreteWavelettransform,...

Efficient end-to-end learning for quantizable representations

Efficientend-to-endlearningforquantizablerepresentationsYeonwooJeong1HyunOhSong1Abstractandviceversafordissimilardata.SomeofthesemethodshaveshownsignificantadvancesinvariousapplicationsinEmbeddingr...

Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning

EfficientBias-Span-ConstrainedExploration-ExploitationinReinforcementLearningRonanFruit1MatteoPirotta1AlessandroLazaric2RonaldOrtner3Abstractand,ateachstep,itexecutesthepolicywithhighestopti-mistic...

Efficient and Consistent Adversarial Bipartite Matching

EfficientandConsistentAdversarialBipartiteMatchingRizalFathony1SimaBehpour1XinhuaZhang1BrianD.Ziebart1Abstractattractiveformalismforposingawiderangeofproblems,includingrecognizingcorrespondencesins...

CRAFTML, an Efficient Clustering-based Random Forest for Extreme Multi-label Learning

CRAFTML,anEfficientClustering-basedRandomForestforExtremeMulti-labelLearningWissamSiblini12PascaleKuntz1FrankMeyer2Abstractmal/dualconversionorsparsification(Yenetal.,2016)andparallelizationonsuper...