NGBoost:NaturalGradientBoostingforProbabilisticPredictionTonyDuan1AnandAvati1DaisyYiDing1KhanhK.Thai2SanjayBasu3AndrewNg1AlejandroSchuler2AbstractyPredictedmean95%PredictionintervalWepresentNatural...
LowFER:Low-rankBilinearPoolingforLinkPredictionSaadullahAmin1StalinVaranasi12KatherineAnnDunfield12Gu¨nterNeumann12Abstracttions,intheformoffacttriples<sub,rel,obj>.Theuseful-nessofknowledgegraphs...
InvariantCausalPredictionforBlockMDPsAmyZhang123ClareLyle4ShagunSodhani3AngelosFilos4MartaKwiatkowska4JoellePineau123YarinGal4DoinaPrecup125Abstractditionsinaroommaychange,butthephysicaldynamicsoft...
InductiveRelationPredictionbySubgraphReasoningKomalK.Teru12EtienneG.Denis12WilliamL.Hamilton12AbstractFigure1.Illustrationoftransductiveandinductivesettingsforre-lationPredictioninknowledgegraphs.T...
Goal-AwarePrediction:LearningtoModelWhatMattersSurajNair1SilvioSavarese1ChelseaFinn1Abstractheavysupervisionistoleveragedatathattheagentcancollectautonomouslywithoutrewardsorlabels,termedLearneddyn...
ConsistentStructuredPredictionwithMax-MinMarginMarkovNetworksAlexNowak-Vila1FrancisBach1AlessandroRudi1Abstractdictionmistakesarenotequallycostly.Insequencepre-diction,forinstance,thenumberofpossib...
OnDiscriminativeLearningofPredictionUncertaintyVojtechFranc1DanielPrusa1Abstractplug-inruleobtainedafterreplacingtheposteriorprobabili-tiesbytheirestimates.Aqualityoftheplug-inruleheavilyInclassifi...
DirectUncertaintyPredictionforMedicalSecondOpinionsMaithraRaghu12KatyBlumer2RorySayres2ZiadObermeyer3RobertKleinberg1SendhilMullainathan4JonKleinberg1Abstractlabellersnowbeinghighlytrainedmedicalex...
ActiveLearningforProbabilisticStructuredPredictionofCutsandMatchingsSimaBehpour12AnqiLiu3BrianD.Ziebart2AbstractFigure1.Anexampleofabipartitematchinginavideotrackingapplication.Whensomeassignmentsa...
TAPAS:TrickstoAccelerate(encrypted)PredictionAsaServiceAmartyaSanyal12MattJ.Kusner23Adria`Gasco´n23VarunKanade12Abstractconcerns.Examplesincludeassistinginmedicaldiagnoses(Kononenko,2001;Bleckeret...
Self-BoundedPredictionSuffixTreeviaApproximateStringMatchingDongwooKim12ChristianWalder31Abstract(a)G4ˇˇˇˇˇˇˇ4ˇ4ˇˇPredictionsuffixtrees(PST)provideaneffec-tivetoolforsequencemodellingandp...
PredictionRuleReshapingMattBonakdarpour1SabyasachiChatterjee2RinaFoygelBarber1JohnLafferty3Abstractundershapeconstraintssufferfromthecurseofdimensional-ity(Han&Wellner,2016;Hanetal.,2017).Somemetho...
LearningtoSpeedUpStructuredOutputPredictionXingyuanPan1VivekSrikumar1AbstractInthispaper,wefocusonthecomputationalcostofin-ference.WearguethatnaturallyoccurringproblemshavePredictingstructuredoutpu...
LearningMaximum-A-PosterioriPerturbationModelsforStructuredPredictioninPolynomialTimeAsishGhoshal1JeanHonorio1AbstractThekeycomputationalchallengeinstructuredPredictionstemsfromtheinferenceproblem,...
High-QualityPredictionIntervalsforDeepLearning:ADistribution-Free,EnsembledApproachTimPearce12MohamedZaki1AlexandraBrintrup1AndyNeely1AbstractAsanexample,apointestimatestatingthatamachinewillfailin...
HierarchicalLong-termVideoPredictionwithoutSupervisionNevanWichers1RubenVillegas2DumitruErhan1HonglakLee1AbstractPopularvideoPredictionapproachesfocusonrecursivelyobservingthegeneratedframestomakep...
DifferentiableDynamicProgrammingforStructuredPredictionandAttentionArthurMensch1MathieuBlondel2Abstractproblem(Amos&Kolter,2017;Niculae&Blondel,2017;Djolonga&Krause,2017);otherssolvecertaincombinat...
CompilingCombinatorialPredictionGamesFredericKoriche1AbstractConceptually,anonlinecombinatorialoptimizationproblemInonlineoptimization,thegoalistoiterativelycanbecastasarepeatedPredictiongamebetwee...
ApproximationAlgorithmsforCascadingPredictionModelsMatthewStreeter1Abstractwithstate-of-the-artaccuracy.Forexample,themostac-curateNasNetmodelachieves82.7%accuracyonIma-Wepresentanapproximationalgo...
PredictionandControlwithTemporalSegmentModelsNikhilMishra1PieterAbbeel12IgorMordatch2Abstracttasksinthesameenvironment.Additionally,learningdif-ferentiabledynamicsmodels(suchasthosebasedonneuralWei...