SemiparametricNonlinearBipartiteGraphRepresentationLearningwithProvableGuaranteesSenNa1YuweiLuo1ZhuoranYang2ZhaoranWang3MladenKolar4Abstract1.IntroductionGraphrepresentationlearningisaubiquitoustas...
ContextualMulti-armedBanditAlgorithmforSemiparametricRewardModelGi-SooKim1MyungheeChoPaik1Abstract(Langfordetal.,2008),newsarticleplacementalgorithms(Lietal.,2010),revenuemanagement(Ferreiraetal.,2...
SemiparametricContextualBanditsAkshayKrishnamurthy1ZhiweiStevenWu1VasilisSyrgkanis2Abstractthatmakegeneralreinforcementlearningchallenging.Con-textualbanditalgorithmshaveseenrecentsuccessinappli-Th...