OutsidetheEchoChamber:OptimizingthePerformativeRiskJohnMiller1JuanC.Perdomo1TijanaZrnic1Abstractriumnotionknownasperformativestability(Drusvyatskiy&Xiao,2020;Mendler-Du¨nneretal.,2020;Brownetal.,I...
OptimizingpersistenthomologybasedfunctionsMathieuCarrie`re1Fre´de´ricChazal2MarcGlisse2YuichiIke3HariprasadKannan2YuheiUmeda3Abstractthelastfewyears,agrowingnumberofworkshavesuc-cessfullybeenusin...
OptimizingBlack-boxMetricswithIterativeExampleWeightingGaurushHiranandani†1JatinMathur1HarikrishnaNarasimhan2MahdiMilaniFard2OluwasanmiKoyejo31Abstractwherethegoalistooptimizeanunknownclassificati...
EvolutionaryReinforcementLearningforSample-EfficientMultiagentCoordinationShauhardaKhadka1SomdebMajumdar1SantiagoMiret1StephenMcAleer2KaganTumer3Abstracttowardmaximizingaglobalobjective.Cooperative...
OptimizingLong-termSocialWelfareinRecommenderSystems:AConstrainedMatchingApproachMartinMladenov1ElliotCreager23OmerBen-Porat4†KevinSwersky1RichardZemel23CraigBoutilier1Abstractvideo),typicallyrely...
OptimizingDynamicStructureswithBayesianGenerativeSearchMinhHoang1CarlKingsford2Abstractspaceofarchitecturesencompassesneuralnetworkdesignchoicessuchasthenumberofhiddenlayers,dimensionKernelselectio...
OptimizingDataUsageviaDifferentiableRewardsXinyiWang1HieuPham12PaulMichel1AntoniosAnastasopoulos1JaimeCarbonell1GrahamNeubig1AbstractPreviousworkhasattemptedtocreatestrategiestohandlethissensitivit...
OptimizingfortheFutureinNon-StationaryMDPsYashChandak1GeorgiosTheocharous2ShivShankar1MarthaWhite3SridharMahadevan12PhilipS.Thomas1Abstractcreasedfrictionandthus,changeinthesystemdynamics.Similarly...
OptimizingBlack-boxMetricswithAdaptiveSurrogatesQijiaJiang1OlaoluwaAdigun2HarikrishnaNarasimhan3MahdiMilaniFard3MayaGupta3Abstractinformationbeusedtoinfluencethetrainingloss?Similarexamplesalsoaris...
HeterogeneousModelReuseviaOptimizingMultipartyMulticlassMarginXi-ZhuWu1SongLiu23Zhi-HuaZhou1Abstracttheylearnparametersofthesamedimension,likeneuralnet-workwiththesamestructure(Shokri&Shmatikov,201...
Spotlight:OptimizingDevicePlacementforTrainingDeepNeuralNetworksYuanxiangGao12LiChen1BaochunLi1AbstractSample...Trainingdeepneuralnetworks(DNNs)requiresTrainingtimeanincreasingamountofcomputationre...
OptimizingtheLatentSpaceofGenerativeNetworksPiotrBojanowski1ArmandJoulin1DavidLopezPaz1ArthurSzlam1Abstractasto“fool”thediscriminator.Afterpropertraining,thegeneratorisabletoproducerealisticnatur...
FiringBandits:OptimizingCrowdfundingLalitJain1KevinJamieson1Abstractcontrolsthefiring.Recentyearshaveseenahugeprolifera-tionofcrowdfundingsites,withover700platformsin2012Inthispaper,wemodeltheprobl...
Multi-objectiveBandits:OptimizingtheGeneralizedGiniIndexRo´bertBusa-Fekete1Bala´zsSzo¨re´nyi23PaulWeng45ShieMannor3Abstracttheagenthastotackletheclassicalexploration/exploitationdilemma:Ithasto...