ExplorationinApproximateHyper-StateSpaceforMetaReinforcementLearningLuisaZintgraf1LeoFeng2CongLu1MaximilianIgl1KristianHartikainen1KatjaHofmann3ShimonWhiteson1AbstractFigure1.IllustrationoftheMeta-...
DebiasingaFirst-orderHeuristicforApproximateBi-levelOptimizationValeriiLikhosherstov1XingyouSong2KrzysztofChoromanski23JaredDavis45AdrianWeller16AbstractZu¨gner&Gu¨nnemann,2019)andmodel-agnosticm...
ApproximateGroupFairnessforClusteringBoLi1LijunLi2AnkangSun3ChenhaoWang4YingfanWang5Abstractinunsupervisedlearning–specifically,centroidclustering.Acanonicalclusteringproblemisdescribedas:givenaWe...
UndirectedGraphicalModelsasApproximatePosteriorsArashVahdat1EvgenyAndriyash2WilliamG.Macready2AbstractmateposteriormodelshavebeenrealizedbyreducingthegapbetweentrueandApproximateposteriorswithtight...
Likelihood-freeMCMCwithAmortizedApproximateRatioEstimatorsJoeriHermans1VolodimirBegy2GillesLouppe1AbstractratioofposteriordensitiesbetweenconsecutivestatesintheMarkovchain.Thisallowstheposteriortob...
SubmodularCostSubmodularCoverwithanApproximateOracleVictoriaG.Crawford1AlanKuhnle2MyT.Thai1AbstractSubmodularCostSubmodularCover(SCSC)Letf,c:2S→R≥02bemonotonesubmodularfunctionsde-Inthiswork,west...
SpectralApproximateInferenceSejunPark1EunhoYang234Se-YoungYun35JinwooShin134Abstract(Salakhutdinov&Larochelle,2010).Mostinferenceprob-lemsarisinginGMs,e.g.,obtainingdesiredsamplesandGivenagraphical...
SequentialFacilityLocation:ApproximateSubmodularityandGreedyAlgorithmEhsanElhamifar1AbstractTaskar,2012;Frey&Dueck,2007),dataclustering(Kimetal.,2011;Shah&Ghahramani,2013;Elhamifaretal.,Wedevelopan...
ProjectionsforApproximatePolicyIterationAlgorithmsRiadAkrour1JoniPajarinen12GerhardNeumann34JanPeters15Abstractdient,akeybreakthroughwastheuseofnaturalgradientthatfollowsthesteepestdescentinbehavio...
GeneralizedApproximateSurveyPropagationforHigh-DimensionalEstimationLucaSaglietti12YueM.Lu3CarloLucibello41AbstractpredictedthroughadynamicalsysteminvolvingonlyscalarquantitiescalledStateEvolution(...
CalibratedApproximateBayesianInferenceHanwenXing1GeoffK.Nicholls1JeongEunLee2AbstractMonteCarlosample.Therearealso“fixed”approxima-tionswithnoprecisionparameters,inwhichalikelihoodWegiveacomputat...
Self-BoundedPredictionSuffixTreeviaApproximateStringMatchingDongwooKim12ChristianWalder31Abstract(a)G4ˇˇˇˇˇˇˇ4ˇ4ˇˇPredictionsuffixtrees(PST)provideaneffec-tivetoolforsequencemodellingandp...
ScalableApproximateBayesianInferenceforParticleTrackingDataRuoxiSun1LiamPaninski2Abstractapplicationsinbothfundamentalandappliedbiology,andmoregenerallyinchemistryandphysicalapplications.Manyimport...
FastApproximateSpectralClusteringforDynamicNetworksLionelMartin1AndreasLoukas1PierreVandergheynst1Abstractandshouldbetakenintoaccountinthealgorithmicde-signandanalysis.Unfortunately,SCispoorlysuite...
BucketRenormalizationforApproximateInferenceSungsooAhn1MichaelChertkov23AdrianWeller45JinwooShin16Abstractiterative(dynamicprogramming)algorithmeliminating,i.e.summingup,variablessequentially.Inpri...
BinaryPartitionswithApproximateMinimumImpurityEduardoS.Laber1MarcoMolinaro1FelipedeA.MelloPereira1AbstractAnimportantdesignchoiceiswhethertousemultiwaysplitsorbinarysplits.Onepossibilityissplitting...
ApproximatemessagepassingforamplitudebasedoptimizationJunjieMa1JiXu2ArianMaleki3AbstractPhaseCut(Waldspurgeretal.,2015),arebasedonsemidef-initerelaxations.ForrandomGaussianmeasurements,aWeconsidera...
ApproximateLeave-One-OutforFastParameterTuninginHighDimensionsShuaiwenWang1WendaZhou1HaihaoLu2ArianMaleki1VahabMirrokni3Abstractschemes,especiallyinhigh-dimensionalsettings,studiesthefollowingoptim...
TightBoundsforApproximateCarathéodoryandBeyondVahabMirrokni1RenatoPaesLeme1AdrianVladu2SamChiu-waiWong3Abstractversionstatesthatifoneiswillingtotolerateanerrorof✏in`norm,OD2p/✏2verticessufficeto...
ApproximateNewtonMethodsandTheirLocalConvergenceHaishanYe1LuoLuo1ZhihuaZhang2Abstractwhereηt>0isthesteplength.IfQtistheidentitymatrixandg(x(t))=∇F(x(t)),theresultingprocedureiscalledManymachinele...
