Two-waykernelmatrixpuncturing:Towardsresource-efficientPCAandspectralclusteringRomainCouillet12FlorentChatelain1NicolasLeBihan1Abstractbeprocessedinreal-timebeforebeingdiscardedaltogether.Inparalle...
TowardsTightBoundsontheSampleComplexityofAverage-rewardMDPsYujiaJin1AaronSidford1Abstractmakingunderuncertaintyandreinforcementlearning(Puter-man,2014;Sutton&Barto,2018).Itisaprominenttheoret-Wepro...
TowardsUnderstandingLearninginNeuralNetworkswithLinearTeachersRoeiSarussi1AlonBrutzkus1AmirGloberson1Abstractwillseparatethedata.Whichofthesewillbefoundbygradientdescent?Cananeuralnetworkminimizing...
TowardsUnderstandingandMitigatingSocialBiasesinLanguageModelsPaulPuLiang1ChiyuWu1Louis-PhilippeMorency1RuslanSalakhutdinov1AbstractZhaoetal.,2017).Morerecently,languagemodels(LMs)areincreasinglyuse...
TowardstheUnificationandRobustnessofPerturbationandGradientBasedExplanationsSushantAgarwal1ShahinJabbari2ChiragAgarwal2SohiniUpadhyay2ZhiweiStevenWu3HimabinduLakkaraju2Abstractcanunderstandandconse...
TowardsRigorousInterpretations:aFormalisationofFeatureAttributionDariusAfchar12RomainHennequin1VincentGuigue2Abstractcontrollinganddisentanglingeveryaspectofamodelpre-diction,rangingfromhowthedatai...
TowardsPracticalMeanBoundsforSmallSamplesMyPhan1PhilipS.Thomas1ErikLearned-Miller1Abstractrefertotwoseparatesettings,theone-endedsupportsetting,inwhichthedistributionisknowntofallintheintervalHisto...
TowardsOpenAdHocTeamworkUsingGraph-basedPolicyLearningArrasyRahman1NiklasHo¨pner2FilipposChristianos1StefanoV.Albrecht1AbstractPrioradhocteamworkapproaches(Barrett&Stone,2015;Albrechtetal.,2016;Ba...
TowardsOpen-WorldRecommendation:AnInductiveModel-basedCollaborativeFilteringApproachQitianWu12HengruiZhang1XiaofengGao12JunchiYan12HongyuanZha3Abstract(MC)whereonehasauser-itemratingmatrixwhoseentr...
TowardsDomain-AgnosticContrastiveLearningVikasVerma12Minh-ThangLuong1KenjiKawaguchi3HieuPham1QuocV.Le1Abstract(Dai&Le,2015;Howard&Ruder,2018;Petersetal.,2018;Radfordetal.,2019;Clarketal.,2020),ands...
TowardsDefendingagainstAdversarialExamplesviaAttack-InvariantFeatures455DaweiZhou12Ton8g9li1angLiu2BoHan3Nanna5nWang1†5ChunleiPeng4XinboGao55AbstractTruckAutomobilePGD??ShipAADeepneuralnetworks(...
TowardsCertifying∞RobustnessusingNeuralNetworkswith∞-distNeuronsBohangZhang1TianleCai23ZhouLu4DiHe5LiweiWang16Abstract1.IntroductionItiswell-knownthatstandardneuralnetworks,Modernneuralnetworksar...
TowardsDistraction-RobustActiveVisualTrackingFangweiZhong1PengSun2WenhanLuo3TingyunYan14YizhouWang1AbstractWhichoneistherealtarget?Inactivevisualtracking,itisnotoriouslydiffi-TemplateVisualObservat...
TowardsBetterRobustGeneralizationwithShiftConsistencyRegularizationShufeiZhang12ZhuangQian12KaizhuHuang1QiufengWang1RuiZhang3XinpingYi2Abstract2015;Heetal.,2016;Miyatoetal.,2017;Zagoruyko&Komodakis...
TowardsBetterLaplacianRepresentationinReinforcementLearningwithGeneralizedGraphDrawingKaixinWang1KuangqiZhou1QixinZhang2JieShao3BryanHooi1JiashiFeng1AbstractFigure1.VisualizationofenvironmentandLap...
TobeRobustortobeFair:TowardsFairnessinAdversarialTrainingHanXu1XiaoruiLiu1YaxinLi1AnilK.Jain1JiliangTang1Abstracttobewronglyclassified:AdversarialtrainingalgorithmshavebeenprovedminEmaxL(f(x+δ),y)...
RegularizingTowardsCausalInvariance:LinearModelswithProxiesMichaelOberst1NikolajThams2JonasPeters2DavidSontag1AbstractβxAβyWeproposeamethodforlearninglinearmod-XαYelswhosepredictiveperformanceis...
BridgingMulti-TaskLearningandMeta-Learning:TowardsEfficientTrainingandEffectiveAdaptationHaoxiangWang1HanZhao1BoLi1Abstract1.IntroductionMulti-tasklearning(MTL)aimstoimprovetheMulti-tasklearninghas...
AFreeLunchFromANN:TowardsEfficient,AccurateSpikingNeuralNetworksCalibrationYuhangLi12ShikuangDeng1XinDong3RuihaoGong4ShiGu1AbstractFeaturesTrainingConversionCalibrationSpikingNeuralNetwork(SNN)hasb...
TowardsUnderstandingtheRegularizationofAdversarialRobustnessonNeuralNetworksYuxinWen12ShuaiLi1KuiJia12Abstract(Szegedyetal.,2014).Moreintriguingly,theseadversarialexamplesaregeneratedbyaddingimperc...