SGLB:StochasticGradientLangevinBoostingAlekseiUstimenko1LiudmilaProkhorenkova123AbstractLangevindynamics(SGLD),whichisapowerfuliterativeoptimizationalgorithm(Raginskyetal.,2017).ItturnsThispaperint...
GBHT:GradientBoostingHistogramTransformforDensityEstimationJingyiCui1HanyuanHang2YisenWang1ZhouchenLin13Abstractovertwodecades(Bühlmann&Yu,2003),Boostingattractsmoreandmoreattentioninresearchesonm...
BoostingtheThroughputandAcceleratorUtilizationofSpecializedCNNInferenceBeyondIncreasingBatchSizeJackKosaian1AmarPhanishayee2MatthaiPhilipose2DebadeeptaDey2K.V.Rashmi1AbstractHsiehetal.,2018;Kangeta...
BoostingforOnlineConvexOptimizationEladHazan12KaranSingh3Abstractetal.,2012).ItiswellestablishedthattheregretcanbeboundedbyO(TlogH),whereHisthenumberofWeconsiderthedecision-makingframeworkofexperts...
QuantumBoostingSrinivasanArunachalam1ReevuMaity2Abstracttherehavebeeneffortsinunderstandingtheinterplaybe-tweenlearningalgorithmsandnoisyquantumdevices.Boostingisatechniquethatboostsaweakandinaccur...
NGBoost:NaturalGradientBoostingforProbabilisticPredictionTonyDuan1AnandAvati1DaisyYiDing1KhanhK.Thai2SanjayBasu3AndrewNg1AlejandroSchuler2AbstractyPredictedmean95%predictionintervalWepresentNatural...
IPBoost–Non-ConvexBoostingviaIntegerProgrammingMarcPfetsch1SebastianPokutta2Abstractdescent.Boostingschemesofthistypeareoftenreferredtoasconvexpotentialboosters.TheseprocedurescanachieveRecentlyno...
BoostingFrank-WolfebyChasingGradientsCyrilleW.Combettes1SebastianPokutta23AbstractifC={X∈Rm×nXnucτ}isanuclearnorm-ball,aprojectionontoCrequirescomputinganSVD,whichhasTheFrank-Wolfealgorithmhasbe...
BoostingforControlofDynamicalSystemsNamanAgarwal1NatalyBrukhim21EladHazan21ZhouLu2Abstractofthesystem,andhenceitisoftennota-prioriclearhowtoobtainameaningfulguaranteewhenswitchingbetweenorWestudyth...
BoostingDeepNeuralNetworkEfficiencywithDual-ModuleInferenceLiuLiu12LeiDeng2ZhaodongChen2YukeWang1ShuangchenLi3JingweiZhang3YihuaYang3ZhenyuGu3YufeiDing1YuanXie2Abstract2013;Heetal.,2019;Wangetal.,2...
OptimalMinimalMarginMaximizationwithBoostingAllanGrønlund1KasperGreenLarsen1AlexanderMathiasen1Abstractstructsalinearcombinationclassifiersign(Tαtht(x)),t=1Boostingalgorithmsiterativelyproducelin...
LosslessorQuantizedBoostingwithIntegerArithmeticRichardNock123RobertC.Williamson21Abstractvectormachines(Boseretal.,1992),etc..Tobecarriedoutintoday’ssettings,suchlong-livedalgorithmsrequirecareIn...
Katalyst:BoostingConvexKatyushaforNon-ConvexProblemswithaLargeConditionNumberZaiyiChen12YiXu3HaoyuanHu1TianbaoYang3AbstractwhereeachfiisaL-smoothfunction,andψ(x)isa“sim-ple”closedconvexfunctionw...
LearningDeepResNetBlocksSequentiallyusingBoostingTheoryFurongHuang1JordanT.Ash2JohnLangford3RobertE.Schapire3Abstract&Szegedy,2015;Simonyan&Zisserman,2014;Szegedyetal.,2015)andobjectrecognition(Gir...
FunctionalGradientBoostingbasedonResidualNetworkPerceptionAtsushiNitanda12TaijiSuzuki12Abstract&Wolf(2016).TheypresentedthatResNetsareensembleofshallowermodelsusinganunraveledviewofResNets.Residual...
ASimpleMulti-ClassBoostingFrameworkwithTheoreticalGuaranteesandEmpiricalProficiencyRonAppel1PietroPerona1Abstract(a)Old:DecisionStumps(b)New:LocalizedSimilaritiesThereisaneedforsimpleyetaccuratewhi...
VariationalBoosting:IterativelyRefiningPosteriorApproximationsAndrewC.Miller1NicholasJ.Foti2RyanP.Adams13AbstractchainMonteCarlo(MCMC)methodsthatapproximateatargetdistributionwithsamplesdrawnfromaM...