RobustPolicyGradientagainstStrongDataCorruptionXuezhouZhang1YidingChen1JerryZhu1WenSun2Abstracthighlynoisydata,suchasautonomousdriving,quantitativetrading,ormedicaldiagnosis.Westudytheproblemofrobu...
AccuracyontheLine:OntheStrongCorrelationBetweenOut-of-DistributionandIn-DistributionGeneralizationJohnMiller1RohanTaori2AditiRaghunathan2ShioriSagawa2PangWeiKoh2VaishaalShankar1PercyLiang2YairCarmo...
RandomizationmattersHowtodefendagainstStrongadversarialattacksRafaelPinot12RaphaelEttedgui1GeovaniRizk1YannChevaleyre1JamalAtif1Abstractand(Szegedyetal.,2014)itbecameincreasinglyimportanttoundersta...
StrongNP-HardnessforSparseOptimizationwithConcavePenaltyFunctionsYichenChen1DongdongGe2MengdiWang1ZizhuoWang3YinyuYe4HaoYin4AbstractWeareinterestedinthecomputationalcomplexityofProb-lem1undergenera...
ExploitingStrongConvexityfromDatawithPrimal-DualFirst-OrderAlgorithmsJialeiWang1LinXiao2Abstractfunctionisφi(z)=(1/2)(z−bi)2,andwegetridgere-gressionwith2andtheelasticnetwithWeconsiderempiricalri...