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Provably Efficient Learning of Transferable Rewards
ProvablyEfﬁcientLearningofTransferableRewardsAlbertoMariaMetelli1GiorgiaRamponi1AlessandroConcetti1MarcelloRestelli1Abstracttheoretically,underthestrongassumptionofrewardunique-ness(Abbeel&Ng,2004...
2023-11-161018561.02 KB12页20
Provably Efficient Fictitious Play Policy Optimization for Zero-Sum Markov Games with Structured Transitions
ProvablyEfﬁcientFictitiousPlayPolicyOptimizationforZero-SumMarkovGameswithStructuredTransitionsShuangQiu1XiaohanWei2JiepingYe1ZhaoranWang3ZhuoranYang4Abstractunderstandingofmulti-agentpolicyoptimi...
2023-11-161957322.17 KB11页18
Provably Efficient Algorithms for Multi-Objective Competitive RL
ProvablyEfﬁcientAlgorithmsforMulti-ObjectiveCompetitiveRLTianchengYu1YiTian1JingzhaoZhang1SuvritSra1Abstractaveragereturntoatargetsetsmallaslongasthissetsatisﬁesaconditioncalledapproachability(Bl...
2023-11-16549451.99 KB10页18
Provably Correct Optimization and Exploration with Non-linear Policies
ProvablyCorrectOptimizationandExplorationwithNon-linearPoliciesFeiFeng1WotaoYin1AlekhAgarwal2LinYang3Abstractrer&Geist,2014;Geistetal.,2019;Abbasi-Yadkorietal.,2019;Agarwaletal.,2020c;Bhandari&Russ...
2023-11-16539929.05 KB11页11
Provable Meta-Learning of Linear Representations
ProvableMeta-LearningofLinearRepresentationsNileshTripuraneni1ChiJin2MichaelI.Jordan1Abstractrangingfromdeepreinforcementlearning(Baevskietal.,2019)tonaturallanguageprocessing(Ando&Zhang,2005;Meta-...
2023-11-16946556.28 KB10页30
Provable Robustness of Adversarial Training for Learning Halfspaces with Noise
ProvableRobustnessofAdversarialTrainingforLearningHalfspaceswithNoiseDifanZou1SpencerFrei2QuanquanGu1AbstractToformalizetheabovecomment,letusdeﬁnethero-Weanalyzethepropertiesofadversarialtrain-bus...
2023-11-161989450.02 KB10页17
Provable Lipschitz Certification for Generative Models
ProvableLipschitzCertiﬁcationforGenerativeModelsMattJordan1AlexandrosG.Dimakis1Abstractthroughavarietyofnonlinearoperatorsandrelatethistoa2-dimensionalgeometricproblemthatwesolveop-Wepresentascala...
2023-11-161680503.39 KB9页10
Projection Robust Wasserstein Barycenters
ProjectionRobustWassersteinBarycentersMinhuiHuang1ShiqianMa2LifengLai1AbstractHowever,computingtheWBforasetofprobabilitydis-tributionsisnotoriouslyhard.ThehardnesscomesfromCollectingandaggregatingi...
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Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise
ProvableGeneralizationofSGD-trainedNeuralNetworksofAnyWidthinthePresenceofAdversarialLabelNoiseSpencerFrei1YuanCao2QuanquanGu2AbstractdeﬁneWeconsideraone-hidden-layerleakyReLUnet-OPT:=minP(x,y)∼D...
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Projection techniques to update the truncated SVD of evolving matrices with applications
ProjectiontechniquestoupdatethetruncatedSVDofevolvingmatriceswithapplicationsVassilisKalantzis1GeorgiosKollias1ShashankaUbaru1AthanasiosN.Nikolakopoulos2LiorHoresh1KennethL.Clarkson3AbstractwhereEd...
2023-11-16752883.54 KB11页8
Progressive-Scale Boundary Blackbox Attack via Projective Gradient Estimation
Progressive-ScaleBoundaryBlackboxAttackviaProjectiveGradientEstimationJiaweiZhang1LinyiLi2HuichenLi2XiaoluZhang3ShuangYang4BoLi2Abstract1.IntroductionBoundarybasedblackboxattackhasbeenrec-Blackboxa...
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ProGraML A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations
PROGRAML:AGraph-basedProgramRepresentationforDataFlowAnalysisandCompilerOptimizationsChrisCummins1ZachariasV.Fisches2TalBen-Nun2TorstenHoeﬂer2MichaelO’Boyle3HughLeather1AbstractInputProgramOutput...
2023-11-16795493.16 KB10页29
Problem Dependent View on Structured Thresholding Bandit Problems
ProblemDependentViewonStructuredThresholdingBanditProblemsJamesCheshire1PierreMe´nard1AlexandraCarpentier1Abstractoferror-i.e.theprobabilitythatthelearnermis-classiﬁesatleastonearm-andconsiderthe...
2023-11-161107359.79 KB9页22
Probabilistic Sequential Shrinking A Best Arm Identification Algorithm for Stochastic Bandits with Corruptions
ProbabilisticSequentialShrinking:ABestArmIdentiﬁcationAlgorithmforStochasticBanditswithCorruptionsZixinZhong1WangChiCheung23VincentY.F.Tan134Abstractofoptions,sayL=10,todesignanear-optimalvaccine....
2023-11-161167470.13 KB10页6
Probabilistic Programs with Stochastic Conditioning
ProbabilisticProgramswithStochasticConditioningDavidTolpin1YuanZhou2TomRainforth3HongseokYang4Abstracttheprobability(massordensity)oftheobservationgiventhedistributionisusedininference(Carpentereta...
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Probabilistic Generating Circuits
ProbabilisticGeneratingCircuitsHonghuaZhang1BrendanJuba2GuyVandenBroeck1Abstractwiche,2009;Kisaetal.,2014;Vergarietal.,2020)suchassum-productnetworks(Poon&Domingos,2011).Generatingfunctions,whichar...
2023-11-169791.14 MB11页18
Private Alternating Least Squares Practical Private Matrix Completion with Tighter Rates
PrivateAlternatingLeastSquares:PracticalPrivateMatrixCompletionwithTighterRatesSteveChien1PrateekJain1WalidKrichene1SteffenRendle1ShuangSong1AbhradeepThakurta1LiZhang1Abstractknownuser-itemratingsm...
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Private Stochastic Convex Optimization Optimal Rates in L1 Geometry
PrivateStochasticConvexOptimization:OptimalRatesin1GeometryHilalAsi1VitalyFeldman2TomerKoren3KunalTalwar2AbstractInthisproblem(DP-SCO),givenni.i.d.samplesz1,...,znfromadistributionP,wewishtorelease...
2023-11-16776358.69 KB11页10
Private Adaptive Gradient Methods for Convex Optimization
PrivateAdaptiveGradientMethodsforConvexOptimizationHilalAsi12JohnDuchi23AlirezaFallah41OmidJavidbakht5KunalTalwar5Abstractopingprivatevariantsofstochasticgradientdescent(SGD),wherealgorithmsguarant...
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Privacy-Preserving Feature Selection with Secure Multiparty Computation
Privacy-PreservingFeatureSelectionwithSecureMultipartyComputationXilingLi1RafaelDowsley2MartineDeCock13Abstractnature.ProtectionofuserdatahasbecomeasigniﬁcantconcerninMLmodeldevelopmentanddeployme...
2023-11-16983462.88 KB11页22

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