FastOSCARandOWLRegressionviaSafeScreeningRulesRunxueBao1BinGu2HengHuang12Abstractwithoutanypriorinformationoffeaturegroups.Remark-ably,(Buetal.,2019)concludedthatithastwogoodproper-OrderedWeightedL...
FastLearningofGraphNeuralNetworkswithGuaranteedGeneralizability:One-hidden-layerCaseShuaiZhang1MengWang1SijiaLiu2Pin-YuChen3JinjunXiong3Abstract1.IntroductionAlthoughgraphneuralnetworks(GNNs)haveGr...
FastDeterministicCURMatrixDecompositionwithAccuracyAssuranceYasutoshiIda12SekitoshiKanai1YasuhiroFujiwara3TomoharuIwata3KohTakeuchi24HisashiKashima24Abstractthedatamatrix.Namely,thedecomposedmatric...
FastDifferentiableSortingandRankingMathieuBlondel1OlivierTeboul1QuentinBerthet1JosipDjolonga1Abstractarchitecturesforwhichagradientcanbecomputed.Thesortingoperationisoneofthemostcom-Wefocusinthispa...
FastComputationofNashEquilibriainImperfectInformationGamesRemiMunos1JulienPerolat1Jean-BaptisteLespiau1MarkRowland1BartDeVylder1MarcLanctot1FinbarrTimbers1DanielHennes1ShayeganOmidshafiei1AudrunasG...
FastandConsistentLearningofHiddenMarkovModelsbyIncorporatingNon-ConsecutiveCorrelationsRobertMattila1CristianR.Rojas1EricMoulines23VikramKrishnamurthy4BoWahlberg1Abstractcomputationalbiology(Durbin...
FastandThree-rious:SpeedingUpWeakSupervisionwithTripletMethodsDanielY.Fu1MayeeF.Chen1FredericSala1SarahM.Hooper2KayvonFatahalian1ChristopherRe´1Abstract2012);itdrivesapplicationsusedbybillionsofpe...
FastandPrivateSubmodularandk-SubmodularFunctionsMaximizationwithMatroidConstraintsAkbarRafiey1YuichiYoshida2AbstractcombinatorialoptimizationproblemsincludingtheMaxi-mumCoverage,MaximumCut,andFacil...
FastAdaptationtoNewEnvironmentsviaPolicy-DynamicsValueFunctionsRobertaRaileanu1MaxGoldstein1ArthurSzlam2RobFergus1Abstractmighthavetoadjustitsbehaviordependingonweathercon-ditions,oraprostheticcont...
EinsumNetworks:FastandScalableLearningofTractableProbabilisticCircuitsRobertPeharz1StevenLang2AntonioVergari3KarlStelzner2AlejandroMolina2MartinTrapp4GuyVandenBroeck3KristianKersting2ZoubinGhahrama...
DifferentiableLikelihoodsforFastInversionof‘Likelihood-Free’DynamicalSystemsHansKersting123NicholasKra¨mer1MartinSchiegg3ChristianDaniel3MichaelTiemann3PhilippHennig12AbstractFigure1.Inferenceon...
AmortizedFiniteElementAnalysisforFastPDE-ConstrainedOptimizationTianjuXue1AlexBeatson2SigridAdriaenssens1RyanP.Adams2AbstractbyPDEs.Commonexamplesincludeoptimaldesign,op-timalcontrol,andtheidentifi...
AdaptiveSketchingforFastandConvergentCanonicalPolyadicDecompositionKareemS.Aggour1AlexGittens2BülentYener2Abstractcommunitieshasarisenthatattemptstoincreasethescala-bilityoftensordecompositionalgo...
TheKernelInteractionTrick:FastBayesianDiscoveryofPairwiseInteractionsinHighDimensionsRajAgrawal1JonathanH.Huggins2BrianL.Trippe1TamaraBroderick1Abstractsearchersseektocharacterizehowindividual-leve...
SubmodularMaximizationbeyondNon-negativity:Guarantees,FastAlgorithms,andApplicationsChristopherHarshaw1MoranFeldman2JustinWard3AminKarbasi4Abstract1.IntroductionItisgenerallybelievedthatsubmodularf...
LearningFastAlgorithmsforLinearTransformsUsingButterflyFactorizationsTriDao1AlbertGu1MatthewEichhorn2AtriRudra2ChristopherRe´1Abstractturegeneration,andkernelapproximation,toimageandlanguagemodeli...
Ithemal:Accurate,PortableandFastBasicBlockThroughputEstimationusingDeepNeuralNetworksCharithMendis1AlexRenda1SamanAmarasinghe1MichaelCarbin1Abstractallocationandinstructionscheduling(Lozanoetal.,20...
FastRatesforakNNClassifierRobusttoUnknownAsymmetricLabelNoiseHenryW.J.Reeve1AtaKaba´n1Abstractetal.,2018).InthissettingtheclassicalkNNalgorithmisnolongerconsistent(seeSection5).Mostexistingtheoret...
FastDirectSearchinanOptimallyCompressedContinuousTargetSpaceforEfficientMulti-LabelActiveLearningWeishiShi1QiYu1Abstractretrievalandorganization.UsersfromQ&Awebsites,suchasstackoverflowandQuora,are...
FastContextAdaptationviaMeta-LearningLuisaZintgraf1KyriacosShiarlis12VitalyKurin12KatjaHofmann3ShimonWhiteson12AbstractMAMListrainedwithaninterleavedtrainingprocedure,comprisedofinnerloopandouterlo...