SymmetricSpacesforGraphEmbeddings:AFinsler-RiemannianApproachFedericoLo´pez1BeatricePozzetti2SteveTrettel3MichaelStrube1AnnaWienhard2AbstractFigure1.Symmetricspaceshavearichstructureoftotallygeode...
SawtoothFactorialTopicEmbeddingsGuidedGammaBeliefNetworkZhibinDuan1DongshengWang1BoChen1ChaojieWang1WenchaoChen1YewenLi1JieRen1MingyuanZhou2Abstractingsemanticthemesfromacollectionofdocuments,achie...
ImprovingUltrametricsEmbeddingsThroughCoresetsVincentCohen-Addad1Re´mideJoannisdeVerclos2GuillaumeLagarde3Abstractclusterstructures.Sincethe50s,alargetoolkitofmetricembeddingtechniqueshavebeendeve...
DirectedGraphEmbeddingsinPseudo-RiemannianManifoldsAaronSim1MaciejWiatrak1AngusBrayne1Pa´id´ıCreed1SaeePaliwal1Abstractattractableranks,withoutlossofinformation(Nickeletal.,2011;Bouchardetal.,20...
DiffusionEarthMover’sDistanceandDistributionEmbeddingsAlexanderTong1GuillaumeHuguet23AmineNatik23KincaidMacDonald4ManikKuchroo51RonaldR.Coifman4GuyWolf†23SmitaKrishnaswamy†51Abstract1.Introducti...
DeepWalkingBackwards:FromNodeEmbeddingsBacktoGraphsSudhanshuChanpuriya1CameronMusco1KonstantinosSotiropoulos2CharalamposE.Tsourakakis23AbstractSaul,2000)usespectralEmbeddingsderivedforthegraphLapla...
NearInputSparsityTimeKernelEmbeddingsviaAdaptiveSamplingDavidP.Woodruff1AmirZandieh2Abstractproducingcompressedandlow-rankapproximationstoker-nelmatrices(Rahimi&Recht,2008;Alaoui&Mahoney,Toaccelera...
FasterGraphEmbeddingsviaCoarseningMatthewFahrbach1GramozGoranci2RichardPeng3SushantSachdeva2ChiWang4AbstractWhilesomeofthesegraphembeddingapproachesareex-plicitlybasedonmatrix-factorization(Tang&Li...
DeBayes:aBayesianMethodforDebiasingNetworkEmbeddingsMaartenBuyl1TijlDeBie1Abstractavoidingwhatisseenasdisparatetreatment.Yetmoralstandardsandanti-discriminationlawsaretypicallyalsoAsmachinelearning...
HyperbolicDiskEmbeddingsforDirectedAcyclicGraphsRyotaSuzuki1RyusukeTakahama1ShunOnoda1AbstractEmbeddingsformodelinitializationleadstoimprovementsinvariousoftasks(Kim,2014).Inthesemethods,sym-Obtain...
HumorinWordEmbeddings:CockamamieGobbledegookforNincompoopsWARNING:Thispapercontainswordsthatpeopleratedhumorousincludingmanythatareoffensiveinnature.LimorGultchin1GenevievePatterson2NancyBaym3Natha...
Cross-Domain3DEquivariantImageEmbeddingsCarlosEsteves1AvneeshSud2ZhengyiLuo1KostasDaniilidis1AmeeshMakadia2AbstractAdesirablepropertyforanimageembeddingisrobustnessto3Dgeometrictransformationsofthe...
CompositionalFairnessConstraintsforGraphEmbeddingsAvishekJoeyBose12WilliamL.Hamilton123AbstractSensitiveAttributesLearninghigh-qualitynodeEmbeddingsisakeybuildingblockformachinelearningmodelsthatGe...
BayesianDeconditionalKernelMeanEmbeddingsKelvinHsu12FabioRamos13AbstractOurfirstcontributionbeginswithformulatingdeconditionalmeanEmbeddings(DMEs)assolutionstothisinferenceConditionalkernelmeanembe...
AnalogiesExplained:TowardsUnderstandingWordEmbeddingsCarlAllen1TimothyHospedales1Abstractofwordwi.Thisenablesanalogicalquestionssuchas“manistokingaswomanisto..?”tobesolvedbyvectoraddi-Wordembeddi...
AdversarialAttacksonNodeEmbeddingsviaGraphPoisoningAleksandarBojchevski1StephanGu¨nnemann1Abstract&Wagner,2017;Liangetal.,2018;Cisse´etal.,2017;Linetal.,2017;Chenetal.,2017a).Thegoalofnetworkrepr...
RepresentationTradeoffsforHyperbolicEmbeddingsFredericSala1ChristopherDeSa2AlbertGu1ChristopherRe´1Abstractfortrees—evenusinganunboundednumberofdimensions.HyperbolicEmbeddingsofferexcellentqualit...
HyperbolicEntailmentConesforLearningHierarchicalEmbeddingsOctavian-EugenGanea1GaryBe´cigneul1ThomasHofmann1AbstractPopularmethodstypicallyembedsymbolicobjectsinlowdimensionalEuclideanvectorspacesu...
AnonymousWalkEmbeddingsSergeyIvanov12EvgenyBurnaev1Abstractratherthangraphstructures.Ideally,apractitionerwouldliketohaveapolynomial-timealgorithmthatcanconvertThetaskofrepresentingentiregraphshass...
Zero-InflatedExponentialFamilyEmbeddingsLi-PingLiu12DavidM.Blei1AbstractInarecentpaper,Rudolphetal.(2016)developedexpo-nentialfamilyEmbeddings.TheirworkcastsEmbeddingsWordEmbeddingsareawidely-usedt...