KOcodes:inventingNonlinearencodinganddecodingforreliablewirelesscommunicationviadeep-learningAshokVardhanMakkuva1XiyangLiu2MohammadVahidJamali3HessamMahdavifar3SewoongOh2PramodViswanath1Abstract1.I...
AcceleratingFeedforwardComputationviaParallelNonlinearEquationSolvingYangSong1ChenlinMeng1RenjieLiao23StefanoErmon1Abstractaregeneratedinsequenceonebyone.Becauseofthein-herentlysequentialnature,iti...
SemiparametricNonlinearBipartiteGraphRepresentationLearningwithProvableGuaranteesSenNa1YuweiLuo1ZhuoranYang2ZhaoranWang3MladenKolar4Abstract1.IntroductionGraphrepresentationlearningisaubiquitoustas...
CollapsedamortizedvariationalinferenceforswitchingNonlineardynamicalsystemsZheDong1BryanA.Seybold1KevinP.Murphy1HungH.Bui2Abstract(a)GroundTruth(b)SNLDS(c)SLDSWeproposeanefficientinferencemethodfor...
OverparameterizedNonlinearLearning:GradientDescentTakestheShortestPath?SametOymak1MahdiSoltanolkotabi2Abstractparameterizedbyθ∈Rptoatrainingdatasetofninput-Manymodernlearningtasksinvolvefittingno...
OnthestatisticalrateofNonlinearrecoveryingenerativemodelswithheavy-taileddataXiaohanWei1ZhuoranYang2ZhaoranWang3Abstract1.IntroductionWeconsiderestimatingahigh-dimensionalvec-Considerarandompair(x,...
NonlinearSteinVariationalGradientDescentforLearningDiversifiedMixtureModelsDilinWang1QiangLiu1Abstractwhere✓icanbethecomponentparametersinmixturemod-elsoradditivemodels,ortheposteriorsamplesinBaye...
NonlinearDistributionalGradientTemporal-DifferenceLearningChaoQu1ShieMannor2HuanXu34Abstractintermediatesteptogenerategoodcontrolpolicy(Gelly&Silver,2008;Tesauro,1992).ThevaluefunctionisknownWedevi...
kernelPSI:aPost-SelectionInferenceFrameworkforNonlinearVariableSelectionLotfiSlim12Cle´mentChatelain1Chloe´-AgatheAzencott23Jean-PhilippeVert24Abstractthevariablestestedafterselectionarelikelytoe...
SBEED:ConvergentReinforcementLearningwithNonlinearFunctionApproximationBoDai1AlbertShaw1LihongLi2LinXiao3NiaoHe4ZhenLiu1JianshuChen5LeSong1AbstractarereferredtothetextbookofPuterman(2014)fordetails...
oi-VAE:OutputInterpretableVAEsforNonlinearGroupFactorAnalysisSamuelK.Ainsworth1NicholasJ.Foti1AdrianK.C.Lee2EmilyB.Fox1Abstractofthedata,and(ii)themappingcanbeusedtodescribethecorrelationstructureo...
LearningStableStochasticNonlinearDynamicalSystemsJonasUmlauft1SandraHirche1Abstractrobotictaskisgiventhroughhumandemonstrations,e.g.,objectgrasping.ThegoalistorepresentthemotionwithaAdata-drivenide...