OnlineLearningwithLocalPermutationsandDelayedFeedbackOhadShamir1LiranSzlak1Abstracttiveandinsomecasesinferiortoalgorithmsnottailoredtocopewithworst-casebehavior.Indeed,anemerginglineofWeproposeanOn...
OnlineandLinear-TimeAttentionbyEnforcingMonotonicAlignmentsColinRaffel1Minh-ThangLuong1PeterJ.Liu1RonJ.Weiss1DouglasEck1Abstractmechanisms(Bahdanauetal.,2015).Inasequence-to-sequencemodelwithattent...
Model-IndependentOnlineLearningforInfluenceMaximizationSharanVaswani1BranislavKveton2ZhengWen2MohammadGhavamzadeh3LaksV.S.Lakshmanan1MarkSchmidt1Abstractinordertomaximizetheinfluencespreadwhichisth...
IdentifyingBestInterventionsthroughOnlineImportanceSamplingRajatSen1KarthikeyanShanmugam2AlexandrosG.Dimakis1SanjayShakkottai1AbstractHiddenVariablesMotivatedbyapplicationsincomputationalad-User-UI...
FollowtheCompressedLeader:FasterOnlineLearningofEigenvectorsandFasterMMWUZeyuanAllen-Zhu1YuanzhiLi2Abstractsymmetricandsatisfies0AkI.1Boththeseassump-tionsareforthesakeofsimplicityandcanberelaxed.2...
EmulatingtheExpert:InverseOptimizationthroughOnlineLearningAndreasBärmann1SebastianPokutta2OskarSchneider1Abstractmakingrecommendationsbasedonuserhistoryandstrate-gicplanningproblems,wheretheagent...
EfficientOnlineBanditMulticlassLearningwithO˜(√T)RegretAlinaBeygelzimer1FrancescoOrabona2ChichengZhang3Abstracttakesofthebestpredictorintheclass.Kakadeetal.(2008)proposedabanditmodificationoftheM...
CounterfactualData-FusionforOnlineReinforcementLearnersAndrewForney1JudeaPearl1EliasBareinboim2AbstractInthiswork,westudytheconditionsunderwhichdatacol-lectedunderheterogeneousconditions(tobedefine...
AnEfficient,Sparsity-Preserving,OnlineAlgorithmforLow-RankApproximationDavidAnderson1MingGu1AbstractAdditionally,arecenttrendinmachinelearningistoin-cludeanapproximationofsecondorderinformationforL...
AdaptiveFeatureSelection:ComputationallyEfficientOnlineSparseLinearRegressionunderRIPSatyenKale1ZoharKarnin2TengyuanLiang3Da´vidPa´l4Abstractabatteryofmedicaltests,wewouldliketoadaptivelyde-signd...
AdaptingKernelRepresentationsOnlineUsingSubmodularMaximizationMatthewSchlegel1YangchenPan1JiecaoChen1MarthaWhite1Abstracttionapproximators1andtheflexibilityinchoosingtheker-nel(similarityfunction)h...