RobustUnsupervisedLearningviaL-StatisticMinimizationAndreasMaurer1DanielaA.Parletta12AndreaPaudice13MassimilanoPontil14Abstractrestrictattentionto“asufficientportionofthedataingoodagreementwithone...
PureExplorationandRegretMinimizationinMatchingBanditsFloreSentenac1JialinYi2Cle´mentCalauze`nes3VianneyPerchet4MilanVojnovic´2Abstractonlineadvertising,wheretheprobabilitythatauserclicksonanaddep...
RegretMinimizationinStochasticNon-ConvexLearningviaaProximal-GradientApproachNadavHallak1PanayotisMertikopoulos2VolkanCevher3Abstractproblems,andtheycanadapttodifferentmeasuresofregretunderdifferen...
OnaCombinationofAlternatingMinimizationandNesterov’sMomentumSergeyGuminov123PavelDvurechensky423NazariiTupitsa123AlexanderGasnikov123Abstractandsparserecovery(Daubechiesetal.,2010).ThefamousExpect...
Non-NegativeBregmanDivergenceMinimizationforDeepDirectDensityRatioEstimationMasahiroKato1TakeshiTeshima2Abstractthedensityratiowhenanomaly-freeunlabeledtestdataareavailable(Hidoetal.,2008).Densityr...
HeterogeneousRiskMinimizationJiashuoLiu1ZheyuanHu1PengCui1BoLi2ZheyanShen1AbstractwithERMusuallysufferfrompoorgeneralizationperfor-manceduetothegreedyexploitationofcorrelationsamongMachinelearninga...
DecomposableSubmodularFunctionMinimizationviaMaximumFlowKyriakosAxiotis1AdamKarczmarz2AnishMukherjee2PiotrSankowski342AdrianVladu56Abstractimagesegmentation(Aroraetal.,2012;Shanuetal.,2016),cluster...
ASAM:AdaptiveSharpness-AwareMinimizationforScale-InvariantLearningofDeepNeuralNetworksJungminKwon1JeongseopKim1HyunseoPark1InKwonChoi1Abstractetal.,2021)asalearningalgorithmbasedonPAC-Bayesiangener...
ARegretMinimizationApproachtoIterativeLearningControlNamanAgarwal1EladHazan12AnirudhaMajumdar12KaranSingh3Abstractoffactors.Theprimarychallengewefocusoninthispa-peristheexistenceofunmodeleddeviatio...
TrainingDeepEnergy-BasedModelswithf-DivergenceMinimizationLantaoYu1YangSong1JiamingSong1StefanoErmon1Abstractbasedmodels(Dinhetal.,2014;2016;Kingma&Dhariwal,2018)andsum-productnetworks(Poon&Domingo...
StochasticRegretMinimizationinExtensive-FormGamesGabrieleFarina1ChristianKroer2TuomasSandholm1345AbstractTypically,EFGmodelsareoperationalizedbycomputingeitheraNashequilibriumofthegame,oranapproxim...
StochasticFrank-WolfeforConstrainedFinite-SumMinimizationGeoffreyNe´giar1GideonDresdner2AliciaYi-TingTsai1LaurentElGhaoui13FrancescoLocatello24RobertM.Freund5FabianPedregosa6AbstractTable1.Worst-c...
StochasticCoordinateMinimizationwithProgressivePrecisionforStochasticConvexOptimizationSudeepSalgia1QingZhao1SattarVakili2Abstractknown,theexpectationofF(x;ξ)overξcannotbeanalyti-callycharacteriz...
Optimalapproximationforunconstrainednon-submodularMinimizationMarwaElHalabi1StefanieJegelka1Abstractclassofsuchfunctionsareα-weaklyDR-submodularfunc-tions,introducedin(Lehmannetal.,2006).Theparame...
MulticlassNeuralNetworkMinimizationviaTropicalNewtonPolytopeApproximationGeorgiosSmyrnis1PetrosMaragos1Abstracttherecentadventofneuralnetworkshasprovideditwithan-otherapplicationofgreatinterest,whi...
InvariantRiskMinimizationGamesKartikAhuja1KarthikeyanShanmugam1KushR.Varshney1AmitDhurandhar1Abstractwereindeserts.TheCNNpickedupthespuriouscorrela-tion,i.e.,itassociatedgreenpastureswithcowsandfai...
EntropyMinimizationInEmergentLanguagesEugeneKharitonov1RahmaChaabouni12DianeBouchacourt1MarcoBaroni13AbstractChevalier-Boisvertetal.,2019).Thepursuitmightalsoprovidecomparativeevidenceabouthowcorep...
Stable-PredictiveOptimisticCounterfactualRegretMinimizationGabrieleFarina1ChristianKroer2NoamBrown1TuomasSandholm1345Abstractwereusedasanessentialingredientforallrecentmilestonesinthebenchmarkdomai...
FlatMetricMinimizationwithApplicationsinGenerativeModelingThomasMo¨llenhoff1DanielCremers1Abstractfromlefttorightwevarythelatentcodez1(time)WetakethenovelperspectivetoviewdatanotFigure1.Discoverin...
DifferentiallyPrivateEmpiricalRiskMinimizationwithNon-convexLossFunctionsDiWang1ChangyouChen1JinhuiXu1Abstractsultsobtainedfromsensitivedatasothatthedistributionoftheperturbedresultsisinsensitiveto...