SinIR:EffcientGeneralImageManipulationwithSingleImageReconstructionJihyeongYoo1QifengChen1Abstractdeeplearningbecamepopular,provinginternalapproachescanbesuccessfullyappliedtoseveralimagemanipulati...
Perceiver:GeneralPerceptionwithIterativeAttentionAndrewJaegle1FelixGimeno1AndrewBrock1AndrewZisserman1OriolVinyals1JoaoCarreira1AbstractOneglaringissuewithstrongarchitecturalpriorsisthattheyareofte...
RandomizedExplorationforReinforcementLearningwithGeneralValueFunctionApproximationHaqueIshfaq12QiwenCui3VietNguyen12AlexAyoub4ZhuoranYang5ZhaoranWang6DoinaPrecup127LinF.Yang8AbstractwhenGeneralfunc...
MorePowerfulandGeneralSelectiveInferenceforStepwiseFeatureSelectionUsingHomotopyMethodKazuyaSugiyama1VoNguyenLeDuy12IchiroTakeuchi12Abstractfeatureselection.Notably,Leeetal.(2016)andTibshiranietal....
Data-drivenPredictionofGeneralHamiltonianDynamicsviaLearningExactly-SymplecticMapsRenyiChen1MoleiTao1Abstract1.IntroductionWeconsiderthelearningandpredictionofnon-Givenacollectionofsequences,eachbe...
AdversarialCombinatorialBanditswithGeneralNon-linearRewardFunctionsXiChen1YanjunHan2YiningWang3Abstractchoosesarewardvectorvt=(vt1,···,vtN)∈[0,1]Nnotrevealedtothealgorithm.Thealgorithmchoosesas...
AGeneralFrameworkForDetectingAnomalousInputstoDNNClassifiersJayaramRaghuram1VarunChandrasekaran1SomeshJha12SumanBanerjee1Abstractsidethetrainingdistribution(Nguyenetal.,2015;Szegedyetal.,2014;Hendr...
TowardsaGeneralTheoryofInfinite-WidthLimitsofNeuralClassifiersEugeneA.Golikov1Abstractofinfinitewidth.Inparticular,(Jacotetal.,2018)showedthatifweightsareparameterizedinacertainwaythentheObtainingt...
OnhyperparametertuninginGeneralclusteringproblemsXinjieFan1YuguangYue1PurnamritaSarkar1Y.X.RachelWang2Abstractsiblehyperparametervaluesandoftenhastorelyongoodheuristicsanddomainknowledgefromtheuser...
TransferableAdversarialTraining:AGeneralApproachtoAdaptingDeepClassifiersHongLiu12MingshengLong13JianminWang13MichaelI.Jordan4AbstractFigure1.Anoverviewofourapproach.(a)Amodeltrainedonlyonthesource...
SGDwithoutReplacement:SharperRatesforGeneralSmoothConvexFunctionsDheerajNagaraj1PraneethNetrapalli2PrateekJain2Abstractf(x;i):Rd→Risthei-thcomponentfunction.Forex-ample,instandardERManddeeplearnin...
SGD:GeneralAnalysisandImprovedRatesRobertM.Gower1NicolasLoizou2XunQian3AlibekSailanbayev3EgorShulgin4PeterRichta´rik324Abstractwhereeachfi:Rd→Rissmooth(butnotnecessarilyconvex).Further,weassumeth...
NeuralInverseRenderingforGeneralReflectancePhotometricStereoTatsunoriTaniai1TakanoriMaehara1AbstractInputobservedimagesWepresentanovelconvolutionalneuralnetworkReconstructionlossOursGroundtrutharch...
Forest-typeRegressionwithGeneralLossesandRobustForestAlexanderHanboLi1AndrewMartin2Abstractdictquantilesbydiscoveringthatbesidescalculatingtheweightedmeanoftheobservedresponsevariables,oneThispaper...