GDPP:LearningDiverseGenerationsUsingDeterminantalPointProcessesMohamedElfeki1CamilleCouprie2MorganeRivie`re2MohamedElhoseiny23AbstractGenerativemodelshaveproventobeanoutstand-Figure1.InspiredbyDPP,...
EfficientOn-DeviceModelsUsingNeuralProjectionsSujithRavi1Abstractofdatatolearnusefulrepresentationsthatcanbeusedtopredictoutputsatinferencetime.Forefficiencyrea-Manyapplicationsinvolvingvisualandla...
DynamicMeasurementSchedulingforEventForecastingUsingDeepRLChun-HaoChang123MingjieMai123AnnaGoldenberg123AbstractandsurgicalICU.Thesefindingspointtowardtheneedforprincipleddata-drivenapproachesforla...
DeepNose:UsingartificialneuralnetworkstorepresentthespaceofodorantsNgocB.Tran1DanielR.Kepple1SergeyA.Shuvaev1AlexeiA.Koulakov1Abstractmammals(Olenderetal.,2004).Here,westudythefactorsinfluencingthe...
ComposingEntropicPoliciesUsingDivergenceCorrectionJonathanJHunt1AndreBarreto1TimothyPLillicrap1NicolasHeess1Abstractetal.,2012;Haith&Krakauer,2013)However,oncesuchskillshavebeenacquiredhumansrapidl...
CombatingLabelNoiseinDeepLearningUsingAbstentionSunilThulasidasan12TanmoyBhattacharya1JeffreyBilmes2GopinathChennupati1JamaludinMohd-Yusof1AbstractImageNetdatabase(Dengetal.,2009)usedfortrainingvis...
BettergeneralizationwithlessdataUsingrobustgradientdescentMatthewJ.Holland1KazushiIkeda2Abstractthedefactostandardlearningstrategyfortacklingmostma-chinelearningproblems(Kearns&Schapire,1994;Bartle...
TransferinDeepReinforcementLearningUsingSuccessorFeaturesandGeneralisedPolicyImprovementAndre´Barreto1DianaBorsa1JohnQuan1TomSchaul1DavidSilver1MatteoHessel1DanielMankowitz1AugustinZˇ´ıdek1Re´...
SynthesizingProgramsforImagesUsingReinforcedAdversarialLearningYaroslavGanin1TejasKulkarni2IgorBabuschkin2S.M.AliEslami2OriolVinyals2AbstractFigure1.SPIRALtakesasinputeitherrandomnoiseorimagesandit...
SolvingPartialAssignmentProblemsUsingRandomCliqueComplexesCharuSharma1DeepakNathani1ManoharKaul1AbstractFigure1.Matchingcliquesoftwohouseswith1-cliques(red),2-cliques(green),3-cliques(blue).Violeta...
SMAC:SimultaneousMappingandClusteringUsingSpectralDecompositionsChandrajitBajaj1TingranGao2ZihangHe3QixingHuang1ZhenxiaoLiang3Abstractastandardsurveyand(Kimetal.,2011;Mandadetal.,2017)forsomerecent...
ScalableBilinearπLearningUsingStateandActionFeaturesYichenChen1LihongLi2MengdiWang3Abstracte.g.,Azaretal.(2013)).Inotherwords,thereisanoraclethattakes(s,a)asinputandoutputsarandomswithprob-Approxi...
ReinforcingAdversarialRobustnessUsingModelConfidenceInducedbyAdversarialTrainingXiWu1UyeongJang2JiefengChen2LingjiaoChen2SomeshJha2Abstractbeendevotedtohardeningneuralnetworksagainstadver-sarialper...
NonparametricvariableimportanceUsinganaugmentedneuralnetworkwithmulti-tasklearningJeanFeng1BrianD.Williamson1MarcoCarone12NoahSimon1Abstractrequiresarigorousdefinitionofanestimablevariableim-portan...
ModelingSparseDeviationsforCompressedSensingUsingGenerativeModelsManikDhar1AdityaGrover1StefanoErmon1Abstractcations,amongmanyothers,canbenefitsignificantlyfromcompressedsensingtechniquestoacquires...
ModelingOthersUsingOneselfinMulti-AgentReinforcementLearningRobertaRaileanu1EmilyDenton1ArthurSzlam2RobFergus12Abstractofunderstandingwhattheotherplayeristryingtoachieve,anagentshouldaskitself“wha...
MISSION:UltraLarge-ScaleFeatureSelectionUsingCount-SketchesAmiraliAghazadeh1RyanSpring2DanielLeJeune3GautamDasarathy3AnshumaliShrivastava2RichardG.Baraniuk3Abstractderedpairs(Xi,yi)i∈[n],whereXi∈...
LearningDeepResNetBlocksSequentiallyUsingBoostingTheoryFurongHuang1JordanT.Ash2JohnLangford3RobertE.Schapire3Abstract&Szegedy,2015;Simonyan&Zisserman,2014;Szegedyetal.,2015)andobjectrecognition(Gir...
LearningDiffusionUsingHyperparametersDimitrisKalimeris1YaronSinger1KarthikSubbian2UdiWeinsberg2AbstractECDF1Lookback0.9Inthispaperweadvocateforahyperparametric0.87approachtolearndiffusionintheindep...
Large-ScaleCoxProcessInferenceUsingVariationalFourierFeaturesSTJohn1JamesHensman1Abstractspatiotemporaldomain,whichcannotbecomputedingen-eral.Therearethreepotentialremediestothisissue.First,Gaussia...