"Halfspaces"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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Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins
AgnosticLearningofHalfspaceswithGradientDescentviaSoftMarginsSpencerFrei1YuanCao2QuanquanGu2AbstractminimizethesurrogateriskWeanalyzethepropertiesofgradientdescentonF(w):=E(x,y)∼D(ywx).(1)convexsu...
Learning of with Gradient Descent
2023-11-16 18:00:281806371.17 KB17
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Efficiently Learning Adversarially Robust Halfspaces with Noise
EfﬁcientlyLearningAdversariallyRobustHalfspaceswithNoiseOmarMontasser1SurbhiGoel2IliasDiakonikolas3NathanSrebro1AbstractTheinformation-theoreticaspectsofadversariallyrobustlearninghavebeenstudiedi...
Learning with Robust Efficiently Noise
2023-11-14 21:44:001376428.67 KB5
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