Jumpout:ImprovedDropoutforDeepNeuralNetworkswithReLUsShengjieWang1TianyiZhou1JeffA.Bilmes2Abstractperfectly,resultinginanoverfittingproblemandtherebyweakeningthegeneralizationperformanceonunseendat...
ImprovedZeroth-OrderVarianceReducedAlgorithmsandAnalysisforNonconvexOptimizationKaiyiJi1ZheWang1YiZhou2YingbinLiang1Abstract1.IntroductionTwotypesofzeroth-orderstochasticalgorithmsZeroth-orderoptim...
ImprovedParallelAlgorithmsforDensity-BasedNetworkClusteringMohsenGhaffari1SilvioLattanzi2SlobodanMitrovic´3Abstractbasedclusteringingraphs:thedensestsubgraphproblemandthek-coredecompositionproblem...
ImprovedConvergencefor`1and`1RegressionviaIterativelyReweightedLeastSquaresAlinaEne1AdrianVladu1Abstractitistoreduceoptimizationproblemstoiterativelysolvingaseriesofweighted`2-minimizationproblems,...
ImprovedDynamicGraphLearningthroughFault-TolerantSparsificationChunJiangZhu1SabineStorandt2Kam-YiuLam3SongHan1JinboBi1Abstractβ∗=(β∗,···,βn∗)withGaussiannoises,i.e.,forevery1Graphsparsific...
CapsAndRuns:AnImprovedMethodforApproximatelyOptimalAlgorithmConfigurationGelle´rtWeisz1Andra´sGyo¨rgy12CsabaSzepesva´ri13Abstractlectingthesolverconfigurationinanapplication-specificway.Theprob...
AsynchronousBatchBayesianOptimisationwithImprovedLocalPenalisationAhsanS.Alvi12BinxinRu1JanCalliess13StephenJ.Roberts123MichaelA.Osborne12Abstractexample,considertheoptimisationofthenumberofunitsin...
PixelSNAIL:AnImprovedAutoregressiveGenerativeModelXiChen12NikhilMishra12MostafaRohaninejad12PieterAbbeel12Abstractallowmodelingcomplexdependencies.ComparedtoGANs(Goodfellowetal.,2014),neuralautoreg...
ImprovedRegretBoundsforThompsonSamplinginLinearQuadraticControlProblemsMarcAbeille1AlessandroLazaric2Abstracthasbeenmostlyaddressedfollowingtwomainapproaches:optimism-in-face-of-uncertainty(OFU)and...
ImprovedTrainingofGenerativeAdversarialNetworksusingRepresentativeFeaturesDuhyeonBang1HyunjungShim1Abstractapplications,includingsuper-resolution,colorization,facegeneration,imagecompletion,etc.(Ba...
ImprovedLarge-ScaleGraphLearningthroughRidgeSpectralSparsificationDanieleCalandriello12IoannisKoutis3AlessandroLazaric4MichalValko1Abstractclustering(SC,VonLuxburg2007).Theintuitionbehindgraph-base...
ImprovednearestneighborsearchusingauxiliaryinformationandpriorityfunctionsOmidKeivani1KaushikSinha1AbstractThenaivelineartimesolution,thatscansthrougheachdatapointxi∈S,oftenbecomesimpracticalforla...
ImprovedVariationalAutoencodersforTextModelingusingDilatedConvolutionsZichaoYang1ZhitingHu1RuslanSalakhutdinov1TaylorBerg-Kirkpatrick1Abstractofthisclass:thevariationalautoencoder1(VAE)(Kingma&Well...