"Points"的相关文档

Provably End-to-end Label-noise Learning without Anchor Points
ProvablyEnd-to-endLabel-noiseLearningwithoutAnchorPointsXuefengLi12TongliangLiu2BoHan3GangNiu4MasashiSugiyama45Abstract(Arpitetal.,2017;Zhangetal.,2017;Xiaetal.,2021;Wuetal.,2021).Inlabel-noiselear...
Learning without Provably End-to-End Points
2023-11-16 19:28:34877944.8 KB3
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Clusterability as an Alternative to Anchor Points When Learning with Noisy Labels
ClusterabilityasanAlternativetoAnchorPointsWhenLearningwithNoisyLabelsZhaoweiZhu1YiwenSong2YangLiu1AbstractparameterizedDNNs(Xiaetal.,2021;Hanetal.,2020),andleadtounexpectedanddisparateimpacts(Liu,...
An Alternative to Points as
2023-11-16 18:11:211550633.26 KB27
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The Complexity of Finding Stationary Points with Stochastic Gradient Descent
TheComplexityofFindingStationaryPointswithStochasticGradientDescentYoelDrori1OhadShamir12Abstractisnottominimizef(x)overx,butrather∇f(x).ThisquestionofﬁndingstationaryPointshasgainedmoreatten-Wes...
of with Complexity the Points
2023-11-14 21:46:42706368.62 KB14
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Explaining Groups of Points in Low-Dimensional Representations
ExplainingGroupsofPointsinLow-DimensionalRepresentationsGregoryPlumb1JonathanTerhorst2SriramSankararaman3AmeetTalwalkar14AbstractFigure1:Arepresentationlearnedforasingle-cellRNAsequencedatasetusing...
of Representations in Points Low-Dimensional
2023-11-14 21:44:078111.6 MB18
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Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions
ComplexityofFindingStationaryPointsofNonsmoothNonconvexFunctionsJingzhaoZhang1HongzhouLin1StefanieJegelka1SuvritSra1AliJadbabaie1AbstractTable1.Whentheproblemisnonconvexandnonsmooth,ﬁnd-inga-stati...
of Complexity Points Nonconvex Nonsmooth
2023-11-14 21:43:30796722.36 KB12
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Escaping Saddle Points with Adaptive Gradient Methods
EscapingSaddlePointswithAdaptiveGradientMethodsMatthewStaib12SashankReddi3SatyenKale3SanjivKumar3SuvritSra1AbstractAdagradupdatestheparametersinthefollowingmanner:AdaptivemethodssuchasAdamandRMSPro...
Adaptive with Gradient Methods Saddle
2023-11-13 14:47:041046621.37 KB14
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Stein Points
SteinPointsWilsonYeChen1LesterMackey2JacksonGorham3Franc¸ois-XavierBriol456Chris.J.Oates76Abstractareextensivelyusedforthistaskbutsuffer(intermsofaccuracy)from‘clustering’ofthePoints{xi}ni=1when...
Points Stein
2023-11-13 12:00:4413291.11 MB14
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How to Escape Saddle Points Efficiently
HowtoEscapeSaddlePointsEfﬁcientlyChiJin1RongGe2PraneethNetrapalli3ShamM.Kakade4MichaelI.Jordan1Abstractapointwithsmallgradientisindependentofthedimension(“dimension-free”).Moreprecisely,forafunc...
to How Escape Saddle Points
2023-11-12 20:44:311077615.18 KB4
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