StateEntropyMaximizationwithrandomEncodersforEfficientExplorationYounggyoSeo1LiliChen2JinwooShin1HonglakLee34PieterAbbeel2KiminLee2Abstractproachesencourageagentstovisitdiversestates,butleaveunansw...
SlotMachines:DiscoveringWinningCombinationsofrandomWeightsinNeuralNetworksMaxwellMbabillaAladago1LorenzoTorresani1AbstractLearningtypicallyinvolveseitheroptimizinganetworkfromscratch(Krizhevskyetal...
QuantizationAlgorithmsforrandomFourierFeaturesXiaoyunLi,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{lixiaoyun996,pingli98}@gmail.comAbstract1.IntroductionThemethodofrando...
Near-OptimalConfidenceSequencesforBoundedrandomVariablesArunKumarKuchibhotla1QinqingZheng2Abstractsequentialhypothesistestingproblemssuchastestingpos-itivenessofthemean(Zhaoetal.,2016),testingequal...
Multi-layeredNetworkExplorationviarandomWalks:FromOfflineOptimizationtoOnlineLearningXutongLiu1JinhangZuo2XiaoweiChen3WeiChen4JohnC.S.Lui1Abstractusedasaneffectivetoolfornetworkexploration(Lvetal.,...
OntherandomConjugateKernelandNeuralTangentKernelZhengmianHu1HengHuang1Abstractduetothedifficultiesraisedbythenon-convexityofthelossfunctionandthecomplicationofoptimizationmethods.Weinvestigatethedi...
MachineUnlearningforrandomForestsJonathanBrophy1DanielLowd1Abstract1.IntroductionRespondingtouserdatadeletionrequests,remov-Recentlegislation(EU,2016;California,2018;Canada,ingnoisyexamples,ordelet...
AdversarialRobustnessGuaranteesforrandomDeepNeuralNetworksGiacomoDePalma123BobakT.Kiani34SethLloyd23Abstractanextremelysmallperturbationcanchangethelabelofacorrectlyclassifedimage.Thispropertyposes...
randomMatrixTheoryProvesthatDeepLearningRepresentationsofGAN-dataBehaveasGaussianMixturesMohamedElAmineSeddik12CosmeLouart13MohamedTamaazousti1RomainCouillet23Abstractontopofitthatareaccurateforthe...
randomHypervolumeScalarizationsforProvableMulti-ObjectiveBlackBoxOptimizationDanielGolovin1Qiuyi(Richard)Zhang1Abstractcatedlossesusedindeeplearning(LeCunetal.,2015)andreinforcementlearning(Suttone...
randomextrapolationforprimal-dualcoordinatedescentAhmetAlacaoglu1OlivierFercoq2VolkanCevher1Abstractmization(Shalev-Shwartz&Zhang,2013;Zhang&Xiao,2017),optimizationwithlargenumberofconstraints(Fer-...
PrivatelyLearningMarkovrandomFieldsHuanyuZhang1GautamKamath2JanardhanKulkarni3ZhiweiStevenWu4Abstractanexponentialsamplecomplexityinp),MarkovrandomFields(MRFs)areaparticularfamilyofundirectedgraphi...
OnlineConvexOptimizationintherandomOrderModelDanGarber1GalKorcia2KfirY.Levy2Abstractpowerfulandpopularparadigmformodelingsequentialpre-dictionproblemsinfaceofuncertainty.ItsmainstrengthOnlineConvex...
NonstationaryNonseparablerandomFieldsKangruiWang1OliverHamelijnck12TheodorosDamoulas12MarkSteel2AbstractapplicabletogeneralRDinputspaces.Consideraspatio-temporalstochasticprocessZ(s,t)thathasastati...
NetGANwithoutGAN:FromrandomWalkstoLow-RankApproximationsLucaRendsburg1HolgerHeidrich1UlrikevonLuxburg12Abstractstructure(suchasthecommunitystructure,thecharacteris-ticpathlengths,etc).Beingabletocr...
LearningtoLearnKernelswithVariationalrandomFeaturesXiantongZhen12HaoliangSun3YingjunDu2JunXu4YilongYin3LingShao51CeesSnoek2Abstractfromrelatedtaskstoenablefastadaptationtoanewtaskwithalimitedamount...
ImplicitRegularizationofrandomFeatureModelsArthurJacot1BerfinS¸ims¸ek12FrancescoSpadaro1Cle´mentHongler1FranckGabriel1Abstractparametersexhibitsaso-called‘double-descent’curveformanymodelsincl...
GraphrandomNeuralFeaturesforDistance-PreservingGraphRepresentationsDanieleZambon1CesareAlippi12LorenzoLivi34AbstractWhendatacomeasrealvectors,theseminalpaperbyRahimi&Recht(2008a)providesanefficient...
Goodness-of-FitTestsforInhomogeneousrandomGraphsSohamDan1BhaswarB.Bhattacharya2Abstractvertices).However,inthemodernhigh-dimensionalregime[19]thenumberofsamplesmcouldbepotentiallymuchHypothesistest...
GeneralisationerrorinlearningwithrandomfeaturesandthehiddenmanifoldmodelFedericaGerace1BrunoLoureiro1FlorentKrzakala2MarcMézard2LenkaZdeborová1Abstracttiveresearchsubject.Thetraditionallearningth...