SG-PALM:aFastPhysicallyInterpretableTensorGraphicalModelYuWang1AlfredHero1Abstractsizeisoneifweaimtoestimatethedependencystructureacrossdifferentsensors,timeandexperimentalconditionsWeproposeanewgr...
PHEW:ConstructingSparseNetworksthatLearnFastandGeneralizeWellWithoutTrainingDataShreyasMalakarjunPatil1ConstantineDovrolis1Abstracterally,suchmethodsuseanedgescoringmechanismforeliminatingthelessim...
Neuro-algorithmicPoliciesEnableFastCombinatorialGeneralizationMarinVlastelica1,MichalRolínek1GeorgMartius1inputrepresentationt+2Dijkstra'sshortestpathpredictedHammingexpert2frameslearningt+1trajec...
NewtonMethodoverNetworksisFastuptotheStatisticalPrecisionAmirDaneshmand1GesualdoScutari1PavelDvurechensky23AlexanderGasnikov43Abstractwhere:Rd×Z→Risthelossfunction,assumedtobe(strongly)convexinx,...
LinearTransformersAreSecretlyFastWeightProgrammersImanolSchlag∗1KazukiIrie∗1Ju¨rgenSchmidhuber1Abstractfieldnetwork(Ramsaueretal.,2021;Krotov&Hopfield,2016;Demircigiletal.,2017).Itextendsaformof...
FastStochasticBregmanGradientMethods:SharpAnalysisandVarianceReductionRadu-AlexandruDragomir12MathieuEven23HadrienHendrikx23Abstractgoalistorecoveranunknownsignalfromalargenumberofnoisyobservations...
FastSketchingofPolynomialKernelsofPolynomialDegreeZhaoSong1DavidP.Woodruff2ZhengYu3LichenZhang4Abstractdatapointsislarge.Typically,applyingthekernelfunc-tiontoeachpairofdatapointstakesO(d)time.This...
FastMarginMaximizationviaDualAccelerationZiweiJi1NathanSrebro2MatusTelgarsky1Abstractmargin0.050.00Wepresentandanalyzeamomentum-basedgra-−0.05Alg1/eq(1.1)dientmethodfortraininglinearclassifierswit...
FastProjectionOntoConvexSmoothConstraintsIlnuraUsmanova1MaryamKamgarpour2AndreasKrause3KfirYehudaLevy45Abstractsmoothconstraints,i.e.,ourconstraintsetKisTheEuclideanprojectionontoaconvexsetisK={x∈...
FastactivelearningforpureexplorationinreinforcementlearningPierreMénard1OmarDarwicheDomingues2EmilieKaufmann23AndersJonsson4EdouardLeurent2MichalValko235Abstracthowtoexploreefficiently.Inparticula...
FastAlgorithmsforStackelbergPredictionGamewithLeastSquaresLossJialiWang1HeChen2RujunJiang1XudongLi1ZihaoLi2Abstractcertainareas,suchascybersecurity,thenatureofapplica-tionsrequireshighrobustnessofM...
DeepReDuce:ReLUReductionforFastPrivateInferenceNandanKumarJha1ZahraGhodsi1SiddharthGarg1BrandonReagen1AbstractTest(top-1)accuracy(%)80DeepReDuceTherecentriseofprivacyconcernshasledre-75SAFENetsearc...
DistributedSecondOrderMethodswithFastRatesandCompressedCommunicationRustemIslamov12XunQian1PeterRichta´rik1Abstract1.IntroductionWedevelopseveralnewcommunication-efficientTheprevalentparadigmfortr...
TransformersareRNNs:FastAutoregressiveTransformerswithLinearAttentionAngelosKatharopoulos12ApoorvVyas12NikolaosPappas3Franc¸oisFleuret12Abstractbytheglobalreceptivefieldofself-attention,whichpro-c...
TheFastAlgorithmforSubmodularMaximizationAdamBreuer1EricBalkanski1YaronSinger1Abstract1.IntroductionInthispaperwedescribeanewparallelal-InthispaperwedescribeaFastparallelalgorithmforsub-gorithmcall...
StrengthfromWeakness:FastLearningUsingWeakSupervisionJoshuaRobinson1StefanieJegelka1SuvritSra1Abstractplexmodelonarelated,largedatatask,andtothenusesthelearnedfeaturesforfinetuningonthesmall-datata...
SafeImitationLearningviaFastBayesianRewardInferencefromPreferencesDanielS.Brown1RussellColeman12RaviSrinivasan2ScottNiekum1Abstractdemonstrations,itisimportantforanagenttobeabletoprovidehigh-confid...
MinimallyDistortedAdversarialExampleswithaFastAdaptiveBoundaryAttackFrancescoCroce1MatthiasHein1Abstracttherobustnessisevaluatedapproximatingthesolutionoftheminimaladversarialperturbationproblemthr...
LazyIter:AFastAlgorithmforCountingMarkovEquivalentDAGsandDesigningExperimentsAliAhmadiTeshnizi1SaberSalehkaleybar1NegarKiyavash2AbstractvariableXisadirectcauseofvariableY.Underthefaith-fulnessassum...
InducingandExploitingActivationSparsityforFastNeuralNetworkInferenceMarkKurtz1JustinKopinsky1RatiGelashvili1AlexanderMatveev1JohnCarr1MichaelGoin1WilliamLeiserson1SageMoore1BillNell1NirShavit1DanAl...