What’sintheBox?ExploringtheInnerLifeofNeuralNetworkswithRobustRulesJonasFischer1AnnaOla´h1JillesVreeken2AbstractYaretypicallyactivewhenneuronsXare.Forrobustnessweexplicitlyallowfornoise,andtoensu...
NormalizedFlatMinima:ExploringScaleInvariantDefinitionofFlatMinimaforNeuralNetworksUsingPAC-BayesianAnalysisYusukeTsuzuku12IsseiSato12MasashiSugiyama21Abstractbleexplanationforthegeneralizationabil...
DessiLBI:ExploringStructuralSparsityofDeepNetworksviaDifferentialInclusionPathsYanweiFu1ChenLiu1DonghaoLi12XinweiSun3JinshanZeng24YuanYao2Abstract1IntroductionOver-parameterizationisubiquitousnowad...
ExploringtheLandscapeofSpatialRobustnessLoganEngstrom1BrandonTran1DimitrisTsipras1LudwigSchmidt1AleksanderMa˛dry1AbstractThereisalonglineofworkonmethodsforconstructingadversarialperturbationsinvar...
ExploringInterpretableLSTMNeuralNetworksoverMulti-VariableDataTianGuo1TaoLin2NinoAntulov-Fantulin1AbstractInadditiontoforecasting,interpretableRNNsaredesir-ableforgaininginsightsintotheimportantpar...
ExploringHiddenDimensionsinParallelizingConvolutionalNeuralNetworksZhihaoJia1SinaLin2CharlesR.Qi1AlexAiken1Abstracteachdevice.Anothercommonapproachismodelparal-lelism(Mirhoseinietal.,2017;Kimetal.,...
FractionalLangevinMonteCarlo:ExploringLe´vyDrivenStochasticDifferentialEquationsforMarkovChainMonteCarloUmutS¸ims¸ekli1Abstractuousdiffusionwhichhasπasastationarydistribution.Inpractice,πisusu...