OnlineA-OptimalDesignandActiveLinearRegressionXavierFontaine1PierrePerrault2MichalValko3VianneyPerchet45Abstractwaytoconstructanestimatoristomakeexperimentsandtogatherdataontheestimand.Inthepolling...
HyperHyperNetworksfortheDesignofAntennaArraysShaharLutati1LiorWolf12AbstractDesigningantennasisachallenginginverseproblem:whilemappingthestructureoftheantennatoitsradiationprop-Wepresentdeeplearnin...
High-DimensionalExperimentalDesignandKernelBanditsRomainCamilleri1JulianKatz-Samuels2KevinJamieson1AbstractWeconsiderthefollowinggamebetweenalearnerandna-ture:ateachtimet=1...T,thelearnerrequestsxt...
DeepAdaptiveDesign:AmortizingSequentialBayesianExperimentalDesignAdamFoster1DesiR.Ivanova1IlyasMalik2TomRainforth1Abstractusingalikelihoodp(yθ,ξ)andapriorp(θ),whereξisourcontrollableDesignandθ...
BilevelOptimization:ConvergenceAnalysisandEnhancedDesignKaiyiJi1JunjieYang1YingbinLiang1Abstractoptimization(Franceschietal.,2018;Shabanetal.,2019;Feurer&Hutter,2019),reinforcementlearning(Konda&Bi...
RobustPricinginDynamicMechanismDesignYuanDeng1Se´bastienLahaie2VahabMirrokni2Abstractfuturevaluedistributionstoalignbuyers’incentives(acrosstime)andguaranteedesirableoutcomes.Thisstrongrequire-Mo...
ReinforcementLearningforMolecularDesignGuidedbyQuantumMechanicsGregorN.C.Simm1RobertPinsler1Jose´MiguelHerna´ndez-Lobato1AbstractFigure1.VisualizationofthemolecularDesignprocesspresentedinthiswor...
Population-BasedBlack-boxOptimizationforBiologicalSequenceDesignChristofAngermueller1DavidBelanger1AndreeaGane1ZeldaMariet1DavidDohan1KevinMurphy1LucyColwell12DSculley1Abstractproposedsequencesrequ...
LearningtoSimulateandDesignforStructuralEngineeringKai-HungChang1Chin-YiCheng1AbstractFigure1.TheiterativeindustrialstructuralDesignworkflow.ThestructuralDesignprocessforbuildingsistime-foreachopti...
ImprovingMolecularDesignbyStochasticIterativeTargetAugmentationKevinYang1WengongJin2KyleSwanson3ReginaBarzilay2TommiJaakkola2Abstractascomplexgraph-structuredobjects.Asaresult,thesemod-elsrequireco...
EfficientInterventionDesignforCausalDiscoverywithLatentsRaghavendraAddanki1ShivaPrasadKasiviswanathan2AndrewMcGregor1CameronMusco1Abstractmorethanthreedecades,forthesereasonsithasreceivedincreasing...
BINOCULARSforEfficient,NonmyopicSequentialExperimentalDesignShaliJiang1HenryChai1JavierGonzález2RomanGarnett1Abstract2010).Commonapproximationschemesincluderollout,MonteCarlotreesearch(Bertsekas,2...
BayesianExperimentalDesignforImplicitModelsbyMutualInformationNeuralEstimationStevenKleinegesse1MichaelU.Gutmann1Abstractology(Coranderetal.,2017),cellbiology(Voetal.,2015)andpharmacokinetics(Donne...
OntheDesignofEstimatorsforBanditOff-PolicyEvaluationNikosVlassis1AurelienBibaut2MariaDimakopoulou1TonyJebara1Abstractofgreatinterest:Givenabanditmodel,whatisalow-riskestimatorofthecounterfactualtar...
ConditioningbyadaptivesamplingforrobustDesignDavidH.Brookes1HahnbeomPark23JenniferListgarten4AbstractAdvancesinbiotechnology,chemistryandmachinelearningallowforthepossibilitytoimprovesuchDesigncycl...
DesignofExperimentsforModelDiscriminationHybridisingAnalyticalandData-DrivenApproachesSimonOlofsson1MarcPeterDeisenroth12RuthMisener1AbstractAgency(EMA)handletheseapplications,respectively.TheFDAre...
BudgetedExperimentDesignforCausalStructureLearningAmirEmadGhassami1SaberSalehkaleybar2NegarKiyavash1EliasBareinboim3AbstractobservationalapproachesreconstructthecausalgraphuptoMarkovequivalenceclas...
Near-OptimalDesignofExperimentsviaRegretMinimizationZeyuanAllen-Zhu1YuanzhiLi2AartiSingh3YiningWang3AbstractonewishestoselectknexperimentalsettingsfromXthatarethemoststatisticallyefficientforestabl...