"Robustness"的相关文档 - 文库宝

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标签“Robustness”的相关文档，共48条

Towards the Unification and Robustness of Perturbation and Gradient Based Explanations
TowardstheUniﬁcationandRobustnessofPerturbationandGradientBasedExplanationsSushantAgarwal1ShahinJabbari2ChiragAgarwal2SohiniUpadhyay2ZhiweiStevenWu3HimabinduLakkaraju2Abstractcanunderstandandconse...
of and the Robustness Towards
2023-11-16 19:42:118431.4 MB13
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Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons
TowardsCertifying∞RobustnessusingNeuralNetworkswith∞-distNeuronsBohangZhang1TianleCai23ZhouLu4DiHe5LiweiWang16Abstract1.IntroductionItiswell-knownthatstandardneuralnetworks,Modernneuralnetworksar...
Neural Using Networks Robustness Towards
2023-11-16 19:42:101820885.14 KB1
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SPADE A Spectral Method for Black-Box Adversarial Robustness Evaluation
SPADE:ASpectralMethodforBlack-BoxAdversarialRobustnessEvaluationWuxinlinCheng1ChenhuiDeng2ZhiqiangZhao1YaohuiCai2ZhiruZhang2ZhuoFeng1AbstractForinstance,studyin(Szegedyetal.,2013)proposedalayer-wis...
for Adversarial Spectral Method Robustness
2023-11-16 19:41:537123.01 MB13
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Provable Robustness of Adversarial Training for Learning Halfspaces with Noise
ProvableRobustnessofAdversarialTrainingforLearningHalfspaceswithNoiseDifanZou1SpencerFrei2QuanquanGu1AbstractToformalizetheabovecomment,letusdeﬁnethero-Weanalyzethepropertiesofadversarialtrain-bus...
Learning of for Adversarial Robustness
2023-11-16 19:28:331989450.02 KB17
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Measuring Robustness in Deep Learning Based Compressive Sensing
MeasuringRobustnessinDeepLearningBasedCompressiveSensingMohammadZalbagiDarestani1AkshayS.Chaudhari2ReinhardHeckel13Abstractsiderthecompressivesensingproblemarisinginmagneticresonanceimaging(MRI),wh...
Learning Deep in Based Measuring
2023-11-16 19:05:151933755.1 KB25
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Learning to Generate Noise for Multi-Attack Robustness
LearningtoGenerateNoiseforMulti-AttackRobustnessDivyamMadaan1JinwooShin23SungJuHwang134Abstractasaccurate,sinceincorrectpredictionsmayleadtosevereconsequences.Notably,itiswell-knownthattheexistingA...
Learning for to Generate Robustness
2023-11-16 19:05:046192.23 MB10
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Learning Diverse-Structured Networks for Adversarial Robustness
LearningDiverse-StructuredNetworksforAdversarialRobustnessXuefengDu12JingfengZhang3BoHan1TongliangLiu4YuRong5GangNiu3JunzhouHuang5MasashiSugiyama36AbstractTable1.Performancemisalignmentfordifferent...
Learning for Networks Adversarial Robustness
2023-11-16 19:04:5910361.1 MB17
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Just Train Twice Improving Group Robustness without Training Group Information
JustTrainTwice:ImprovingGroupRobustnesswithoutTrainingGroupInformationEvanZheranLiu1BehzadHaghgoo1AnnieS.Chen1AditiRaghunathan1PangWeiKoh1ShioriSagawa1PercyLiang1ChelseaFinn1Abstractcanbeespecially...
Group without Improving Just Robustness
2023-11-16 18:47:058971.84 MB17
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Improved, Deterministic Smoothing for L_1 Certified Robustness
Improved,DeterministicSmoothingfor1CertiﬁedRobustnessAlexanderLevine1SoheilFeizi1Abstracthaviorofmachinelearningsystemsundersmallinputper-turbations(Szegedyetal.,2013;Goodfellowetal.,2014;Randomiz...
for Improved Robustness Certified Smoothing
2023-11-16 18:47:0210671.76 MB10
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Generalised Lipschitz Regularisation Equals Distributional Robustness
GeneralisedLipschitzRegularisationEqualsDistributionalRobustnessZacCranko1ZhanShi2XinhuaZhang2RichardNock3SimonKornblith3AbstractInordertomakethisnotionofdistrustconcrete,weintro-Theproblemofadvers...
Lipschitz Robustness Distributional Generalised Regularisation
2023-11-16 18:46:4419491.15 MB4
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Evaluating Robustness of Predictive Uncertainty Estimation Are Dirichlet-based Models Reliable
EvaluatingRobustnessofPredictiveUncertaintyEstimation:AreDirichlet-basedModelsReliable?Anna-KathrinKopetzki1BertrandCharpentier1DanielZügner1SandhyaGiri1StephanGünnemann1AbstractFigure1.Visualiza...
of Estimation Evaluating Are Robustness
2023-11-16 18:38:021884710.4 KB7
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Enhancing Robustness of Neural Networks through Fourier Stabilization
EnhancingRobustnessofNeuralNetworksthroughFourierStabilizationNetanelRaviv1AidanKelley1MichaelGuo1YevgenyVorobeychik1Abstractevasionattacks(Grosseetal.,2016;Li&Vorobeychik,2018;Laskovetal.,2014;Xue...
of Neural Networks through Robustness
2023-11-16 18:38:00697521.37 KB22
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Double-Win Quant Aggressively Winning Robustness of Quantized Deep Neural Networks via Random Precision Training and Inference
Double-WinQuant:AggressivelyWinningRobustnessofQuantizedDeepNeuralNetworksviaRandomPrecisionTrainingandInferenceYongganFu1QixuanYu1MengLi2VikasChandra2YingyanLin1AbstractWuetal.,2018).However,DNNs...
of Robustness Quantized Double-Win Quant
2023-11-16 18:30:491994634.18 KB18
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Connecting Interpretability and Robustness in Decision Trees through Separation
ConnectingInterpretabilityandRobustnessinDecisionTreesthroughSeparationMichalMoshkovitz1Yao-YuanYang1KamalikaChaudhuri1Abstractetal.,2019;Ross&Doshi-Velez,2017).Inthiswork,wetakearigorousapproachto...
and in Trees Decision Robustness
2023-11-16 18:11:261607532.72 KB7
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CIFS Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection
CIFS:ImprovingAdversarialRobustnessofCNNsviaChannel-wiseImportance-basedFeatureSelectionHanshuYan1JingfengZhang2GangNiu2JiashiFeng1VincentY.F.Tan13MasashiSugiyama24Abstracttonomousvehicles(Grigores...
of Adversarial via Improving Robustness
2023-11-16 18:11:207461.74 MB22
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Blind Pareto Fairness and Subgroup Robustness
BlindParetoFairnessandSubgroupRobustnessNataliaMartinez1MartinBertran1AfroditiPapadaki2MiguelRodrigues2GuillermoSapiro1Abstract2019).Onepopularnotionisgroupfairness,wherethealgorithmhasaccesstoaset...
and Fairness Robustness Blind Pareto
2023-11-16 18:07:378776.67 MB19
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Adversarial Robustness Guarantees for Random Deep Neural Networks
AdversarialRobustnessGuaranteesforRandomDeepNeuralNetworksGiacomoDePalma123BobakT.Kiani34SethLloyd23Abstractanextremelysmallperturbationcanchangethelabelofacorrectlyclassifedimage.Thispropertyposes...
Neural for Adversarial Guarantees Deep
2023-11-16 18:00:281986952.7 KB19
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Understanding and Mitigating the Tradeoff between Robustness and Accuracy
UnderstandingandMitigatingtheTradeoffBetweenRobustnessandAccuracyAditiRaghunathan1SangMichaelXie1FannyYang2JohnC.Duchi1PercyLiang1AbstractStdErr(AT)-StdErr(Std)(%)ε=1/255Figure1.Gapbetweenthestan-...
and the Robustness Understanding Tradeoff
2023-11-14 21:46:5412308.22 MB14
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Towards Understanding the Regularization of Adversarial Robustness on Neural Networks
TowardsUnderstandingtheRegularizationofAdversarialRobustnessonNeuralNetworksYuxinWen12ShuaiLi1KuiJia12Abstract(Szegedyetal.,2014).Moreintriguingly,theseadversarialexamplesaregeneratedbyaddingimperc...
of Adversarial the Robustness Regularization
2023-11-14 21:46:499111.65 MB13
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The Intrinsic Robustness of Stochastic Bandits to Strategic Manipulation
TheIntrinsicRobustnessofStochasticBanditstoStrategicManipulationZheFeng1DavidC.Parkes1HaifengXu2Abstractabletomodulateitsownrewardfeedbackinordertofurtheritsownobjective,e.g.,increasingthenumberoft...
of Stochastic the to Bandits
2023-11-14 21:46:441311420.56 KB12
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