NetworkInferenceandInfluenceMaximizationfromSamplesWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstractnodescalledseedstakessomepieceofinformation(news,ideasoropinions,etc.),andtheinformationspr...
OnSecond-OrderGroupInfluenceFunctionsforBlack-BoxPredictionsSamyadeepBasu1XuchenYou1SoheilFeizi1Abstracttotracebackmodelpredictionstoitstrainingdata.Morespecifically,onecanaskwhichtrainingsampleswe...
InterpretingRobustOptimizationviaAdversarialInfluenceFunctionsZhunDeng1CynthiaDwork1JialiangWang1LinjunZhang2AbstracttionforamodelMisformulatedasRobustoptimizationhasbeenwidelyusedinminEx,ymaxl(θM...
InfluenceDiagramBandits:VariationalThompsonSamplingforStructuredBanditProblemsTongYu1BranislavKveton2ZhengWen3RuiyiZhang4OleJ.Mengshoel15Abstractandnewalgorithmsarenecessaryevenwhenthemodelingassum...
BudgetedOnlineInfluenceMaximizationPierrePerrault123JenniferHealey1ZhengWen4MichalValko43Abstractencemaximization(OIM)(Vaswanietal.,2015;Wenetal.,2017)whereanagentactivelylearnsaboutthenetworkbyWei...
ValidatingCausalInferenceModelsviaInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar123AbstractFigure1.Pictorialrepresentationofourvalidationprocedure.Toestimatetheperformancesoftwocompetingmodels(m...
SocialInfluenceasIntrinsicMotivationforMulti-AgentDeepReinforcementLearningNatashaJaques12AngelikiLazaridou2EdwardHughes2CaglarGulcehre2PedroA.Ortega2DJStrouse3JoelZ.Leibo2NandodeFreitas2Abstractac...
RobustInfluenceMaximizationforHyperparametricModelsDimitrisKalimeris1GalKaplun1YaronSinger1AbstractThemostwellstudiedmodelforinformationspreadisthecelebratedIndependentCascade(IC)model.InthismodelI...
UnderstandingBlack-boxPredictionsviaInfluenceFunctionsPangWeiKoh1PercyLiang1Abstractpoint(Ribeiroetal.,2016)orbyperturbingthetestpointtoseehowthepredictionchanges(Simonyanetal.,2013;LiHowcanweexpla...
Model-IndependentOnlineLearningforInfluenceMaximizationSharanVaswani1BranislavKveton2ZhengWen2MohammadGhavamzadeh3LaksV.S.Lakshmanan1MarkSchmidt1Abstractinordertomaximizetheinfluencespreadwhichisth...