UnbalancedminibatchOptimalTransport;applicationstoDomainAdaptationKilianFatras1ThibaultSe´journe´2NicolasCourty1Re´miFlamary3Abstractneedsgoodstatisticalestimationpropertiesandoptimiza-tionguara...
TestingGroupFairnessviaOptimalTransportProjectionsNianSi1KarthyekMurthy2JoseBlanchet1VietAnhNguyen13AbstractAnaturalfirstexplanationforthereportedalgorithmicbi-asesisthatthedatausedtotrainthealgori...
ScalableOptimalTransportinHighDimensionsforGraphDistances,EmbeddingAlignment,andMoreJohannesKlicpera1MartenLienen1StephanGünnemann1Abstractcostw.r.t.somepointwisecostfunction(e.g.theEuclideandista...
Outlier-RobustOptimalTransportDebarghyaMukherjee12AritraGuha3JustinSolomon42YuekaiSun1MikhailYurochkin52Abstract(e.g.d-divergences),optimalTransportuniquelydependsonthegeometryofthesamplespace(thro...
OptimalTransportKernelsforSequentialandParallelNeuralArchitectureSearchVuNguyen∗1TamLe∗2MakotoYamada23MichaelA.Osborne4Abstractreaderstothesurvey(Elskenetal.,2019b)foradetailedreviewofNASandtothe...
MakingTransportmorerobustandinterpretablebymovingdatathroughasmallnumberofanchorpointsChi-HengLin1MehdiAzabou12EvaL.Dyer123Abstracttivemodeling(MartinArjovsky&Bottou,2017;Tolstikhinetal.,2017),docu...
DifferentiableParticleFilteringviaEntropy-RegularizedOptimalTransportAdrienCorenflos1JamesThornton2GeorgeDeligiannidis2ArnaudDoucet2Abstractprocess(Xt)t≥1andY-valuedobservations(Yt)t≥1satis-fying...
AnnealedFlowTransportMonteCarloMichaelArbel1AlexanderG.D.G.Matthews2ArnaudDoucet2Abstractsequenceofannealedtargetsπk∝π1−βkπβkbridging0KAnnealedImportanceSampling(AIS)anditssmoothlyaneasy-to-...
TrajectoryNet:ADynamicOptimalTransportNetworkforModelingCellularDynamicsAlexanderTong1JessieHuang1GuyWolf23DavidvanDijk14SmitaKrishnaswamy15Abstractmentsatdifferentstagesofdiseaseprogression(Waddin...
ScalableNearestNeighborSearchforOptimalTransportArtursBackurs12YiheDong3PiotrIndyk4IlyaRazenshteyn5TalWagner4Abstractmetricbetweenwordsisgivenbyhigh-dimensionalwordembeddingssuchasword2vec(Mikolove...
RepresentationLearningviaAdversarially-ContrastiveOptimalTransportAnoopCherian1ShuchinAeron2Abstractspatio-temporalsettings.Thereareseveralpracticalissuesthatleadtothisdifficulty,notably(i)mostofth...
RegularizedOptimalTransportisGroundCostAdversarialFrançois-PierrePaty1MarcoCuturi21Abstractandallowingforfastersolvers,butalsoaddsomestabilitywithrespecttotheinputmeasures,improvingnumericalRegula...
OptimalTransportmappingviainputconvexneuralnetworksAshokVardhanMakkuva1AmirhosseinTaghvaei2JasonD.Lee3SewoongOh4Abstract1.IntroductionInthispaper,wepresentanovelandprincipledFindingamappingthattran...
OnUnbalancedOptimalTransport:AnAnalysisofSinkhornAlgorithmKhiemPham1KhangLe1NhatHo2TungPham13HungBui1Abstractogy(Schiebingeretal.,2019),computationalimaging(Leeetal.,2019),deeplearning(Yang&Uhler,2...
MissingDataImputationusingOptimalTransportBorisMuzellec1JulieJosse23ClaireBoyer4MarcoCuturi51Abstractwithplausiblevalues,areveryappealingastheyallowtobothgetaguessforthemissingentriesaswellastoper-...
Margin-awareAdversarialDomainAdaptationwithOptimalTransportSofienDhouib1IevgenRedko2CaroleLartizien1Abstract2010),tonameafew.Whilemanuallabelingmaybecon-sideredasatractablesolution,suchanapproachis...
GraphOptimalTransportforCross-DomainAlignmentLiqunChen1ZheGan2YuCheng2LinjieLi2LawrenceCarin1JingjingLiu2Abstracttoletal.,2015),andmachinetranslation(Bahdanauetal.,2015;Vaswanietal.,2017).Consideri...
AdversarialRiskviaOptimalTransportandOptimalCouplingsMuniSreenivasPydi1VarunJog1Abstract(Athalyeetal.,2018;Carlini&Wagner,2017;Goodfel-lowetal.,2014)anddefensemethodsagainstsuchattacksTheaccuracyof...
ASwissArmyKnifeforMinimaxOptimalTransportSofienDhouib1IevgenRedko2TanguyKerdoncuff2Re´miEmonet2MarcSebban2AbstractcomparecomplexobjectsbasedontheOTproblem(Monge,1781)thatroughlyquantifiestheminima...
OptimalTransportforstructureddatawithapplicationongraphsTitouanVayer1LaetitiaChapel1Re´miFlamary2RomainTavenard3NicolasCourty1Abstractevenimages(Bach&Harchaoui,2007).Thisworkconsiderstheproblemofc...
