"PAC"的相关文档

Sample-Optimal PAC Learning of HalfsPACes with Malicious Noise
Sample-OptimalPACLearningofHalfsPACeswithMaliciousNoiseJieShen1AbstractGenerallyspeaking,alargebodyofexistingworksstudytheproblemoflearninghalfsPACesunderlabelnoise.Thisin-WestudyefﬁcientPAClearni...
Learning of with PAC Sample-Optimal
2023-11-16 19:41:401234286.92 KB8
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Multi-group Agnostic PAC Learnability
Multi-groupAgnosticPACLearnabilityGuyN.Rothblum1GalYona1Abstracttoensureparityorbalancebetweendemographicgroups,e.g.similarratesofpositivepredictionsorsimilarfalseAnagnosticPAClearningalgorithmﬁnd...
PAC Agnostic Learnability Multi-group
2023-11-16 19:15:301353242.47 KB22
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From PAC to Instance-Optimal Sample Complexity in the Plackett-Luce Model
FromPACtoInstance-OptimalSampleComplexityinthePlackett-LuceModelAadirupaSaha1AdityaGopalan1Abstractetal.,2013;Radlinskietal.,2008),crowdsourcedranking(Chenetal.,2013),tournamentdesign(Graepel&Herbr...
from Complexity in to Sample
2023-11-14 21:44:181267631.58 KB14
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PAC Learnability of Node Functions in Networked Dynamical Systems
PACLearnabilityofNodeFunctionsinNetworkedDynamicalSystemsAbhijinAdiga1ChrisJ.Kuhlman1MadhavV.Marathe12S.S.Ravi13AnilK.Vullikanti12Abstract(Beietal.,2016;Kleinbergetal.,2017;Adigaetal.,2018).Weconsi...
of in Node Functions Networked
2023-11-13 14:48:11880488.38 KB21
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PAC Identification of Many Good Arms in Stochastic Multi-Armed Bandits
PACIdentiﬁcationofManyGoodArmsinStochasticMulti-ArmedBanditsArghyaRoyChaudhuri1ShivaramKalyanakrishnan1Abstractdecision,whichproducesareal-valuedreward.Therewardisdrawni.i.d.fromadistributioncorre...
of Identification in Good PAC
2023-11-13 14:48:111061497.26 KB21
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Open Category Detection with PAC Guarantees
OpenCategoryDetectionwithPACGuaranteesSiLiu1RisheekGarrepalli2ThomasG.Dietterich2AlanFern2DanHendrycks3Abstractnoringthepotentialforsuchalienscanleadtoserioussafetyconcernsinmanyapplicationsandsign...
with Guarantees Detection Open Category
2023-11-13 12:00:211482496.18 KB12
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