On-OffCenter-SurroundReceptiveFieldsforAccurateandRobustImageClassificationZahraBabaiee1RaminHasani2MathiasLechner3DanielaRus2RaduGrosu1AbstractOOCS-CNNFeedForwardRobustnesstovariationsinlightingco...
HouseholderSketchforAccurateandAcceleratedLeast-Mean-SquaresSolversJyotikrishnaDass1RabiMahapatra1Abstractelsarestatisticallyrobustandeasilyinterpretable.Hence,theyfindapplicationsincancerresearch(...
BackpropagatedNeighborhoodAggregationforAccurateTrainingofSpikingNeuralNetworksYukunYang1WenruiZhang1PengLi1Abstractetal.,2014;Daviesetal.,2018).WhilerecentSNNresearchadvanceshaveledtoimprovedperfo...
AccuratePostTrainingQuantizationWithSmallCalibrationSetsItayHubara12YuryNahshan1YairHanani1RonBanner1DanielSoudry2Abstract1.IntroductionLately,post-trainingquantizationmethodshaveThepursuitofadvanc...
AFreeLunchFromANN:TowardsEfficient,AccurateSpikingNeuralNetworksCalibrationYuhangLi12ShikuangDeng1XinDong3RuihaoGong4ShiGu1AbstractFeaturesTrainingConversionCalibrationSpikingNeuralNetwork(SNN)hasb...
TowardsAccuratePost-trainingNetworkQuantizationviaBit-SplitandStitchingPeisongWang1QiangChen1XiangyuHe1JianCheng1AbstracthardwarelikeTPUorgeneralhardwarelikeCPUandGPU.Byturningthefloating-pointvalu...
Smaller,MoreAccurateRegressionForestsUsingTreeAlternatingOptimizationArmanZharmagambetov1MiguelA´.Carreira-Perpin˜a´n1Abstractderstood.Theyareconstructed,atleastinpart,usingheuristictechniques,w...
MoNet3D:TowardsAccurateMonocular3DObjectLocalizationinRealTimeXichuanZhou1YicongPeng1ChunqiaoLong1FengboRen2CongShi1AbstractRedmonetal.,2016;Liuetal.,2016).However,despiteitsgreatadvantagesintermso...
TowardsAccurateModelSelectioninDeepUnsupervisedDomainAdaptationKaichaoYou12XimeiWang12MingshengLong12MichaelI.Jordan3Abstractnaturalinrecognitiontaskswheredeepmodelshaveshowntheirsuperiority(Longet...
LookMa,NoLatentVariables:AccurateCutsetNetworksviaCompilationTahrimaRahman1ShashaJin1VibhavGogate1Abstractinferencetaskofcomputingthemarginalprobabilityofavariablegivenobservationsorevidence—poste...
Ithemal:Accurate,PortableandFastBasicBlockThroughputEstimationusingDeepNeuralNetworksCharithMendis1AlexRenda1SamanAmarasinghe1MichaelCarbin1Abstractallocationandinstructionscheduling(Lozanoetal.,20...
CompressedFactorization:FastandAccurateLow-RankFactorizationofCompressively-SensedDataVatsalSharan1KaiShengTai1PeterBailis1GregoryValiant1AbstractInthelatter,theuseofrandomprojectionsunderliesmanys...
AccurateUncertaintiesforDeepLearningUsingCalibratedRegressionVolodymyrKuleshov12NathanFenner2StefanoErmon1AbstractSales(units)Raw90%ConfidenceIntervalfromaBayesianNeuralNetworkMethodsforreasoningun...
AccurateInferenceforAdaptiveLinearModelsYashDeshpande1LesterMackey2VasilisSyrgkanis2MattTaddy23Abstractthesample(yi,xi)i≤nisnotcompletelyrandomizedbutratheradaptivelychosen.Byadaptive,wemeanthatth...
ActiveLearningforAccurateEstimationofLinearModelsCarlosRiquelme1MohammadGhavamzadeh2AlessandroLazaric3Abstractassumethattheobservationsarecorruptedbynoiselevelsthatareproblem-dependentandmustbelear...
TowardEfficientandAccurateCovarianceMatrixEstimationonCompressedDataXixianChen12MichaelR.Lyu12IrwinKing12Abstractwithitsextensions(Zouetal.,2006),LinearDiscrimi-nantAnalysis(LDA),andQuadraticDiscri...
ProtoNN:CompressedandAccuratekNNforResource-scarceDevicesChiragGupta1ArunSaiSuggala12AnkitGoyal13HarshaVardhanSimhadri1BhargaviParanjape1AshishKumar1SaurabhGoyal4RaghavendraUdupa1ManikVarma1Prateek...
OptimalDensificationforFastandAccurateMinwiseHashingAnshumaliShrivastava1Abstractspeech,andtextarequitepopular(Broder,1997;FetterlyMinwisehashingisafundamentalandoneofetal.,2003).Enrichingfeaturesw...