NeRF-VAE:AGeometryAware3DSceneGenerativeModelAdamR.Kosiorek1HeikoStrathmann1DanielZoran1PolMoreno1RosaliaSchneider1SonˇaMokrá1DaniloJ.Rezende1Abstractticsofthebackground.Theresultingrepresentatio...
GeometryoftheLossLandscapeinOverparameterizedNeuralNetworks:SymmetriesandInvariancesBerfinS¸ims¸ek12Franc¸oisGed1ArthurJacot1FrancescoSpadaro1Cle´mentHongler1WulframGerstner2JohanniBrea2Abstrac...
UnderstandingContrastiveRepresentationLearningthroughAlignmentandUniformityontheHypersphereTongzhouWang1PhillipIsola1AbstractContrastiverepresentationlearninghasbeenout-Alignment:Similarsampleshave...
AllintheExponentialFamily:BregmanDualityinThermodynamicVariationalInferenceRobBrekelmans1VadenMasrani2FrankWood2GregVerSteeg1AramGalstyan1AbstractFigure1.TheoriginalTVOpaperrecommendedusingtwoparti...
UnderstandingGeometryofEncoder-DecoderCNNsJongChulYe12WoonKyoungSung2Abstractpower,generalizationcapability,andoptimizationland-scapeofDNNshavebecomeanintellectualchallengeforEncoder-decodernetwork...
GeometryAwareConvolutionalFiltersforOmnidirectionalImagesRepresentationRenataKhasanova1PascalFrossard1Abstract(a)(b)(c)Duetotheirwidefieldofview,omnidirectionalFigure1.Adaptationofthesizeandshapeof...
GeometryandSymmetryinShort-and-SparseDeconvolutionHan-WenKuo12YuqianZhang3YensonLau12JohnWright124AbstractMotivatedbytheseandrelatedproblemsinimagingandWestudytheShort-and-Sparse(SaS)deconvo-scient...
GeometryScore:AMethodForComparingGenerativeAdversarialNetworksValentinKhrulkov1IvanOseledets12AbstractSharma,2018)intheGANsframeworkisestimatingthequalityofthegeneratedsamples.IntraditionalGANmodel...
GeometryofNeuralNetworkLossSurfacesviaRandomMatrixTheoryJeffreyPennington1YasamanBahri1Abstract2014;Choromanskaetal.,2015;Neyshaburetal.,2015),architecturedesign,andgeneralization(Keskaretal.).Unde...