"Robustness"的相关文档 - 文库宝

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标签“Robustness”的相关文档，共48条

Scalable Differential Privacy with Certified Robustness in Adversarial Learning
ScalableDifferentialPrivacywithCertiﬁedRobustnessinAdversarialLearningNhatHaiPhan1MyT.Thai2HanHu1RuomingJin3TongSun4DejingDou56Abstracttrainingdatatoconsistofbenignexamplesandadversar-ialexamplesc...
with in Differential Privacy Robustness
2023-11-14 21:46:171983614.28 KB3
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Robustness to Spurious Correlations via Human Annotations
RobustnesstoSpuriousCorrelationsviaHumanAnnotationsMeghaSrivastava1TatsunoriHashimoto1PercyLiang1Abstractcasestudiessuchasface-recognitionsystemsperformingpoorlyonpopulationswithdarkskincolor(Buola...
via to Human Spurious Robustness
2023-11-14 21:46:156376.35 MB24
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Robustness to Programmable String Transformations via Augmented Abstract Training
RobustnesstoProgrammableStringTransformationsviaAugmentedAbstractTrainingYuhaoZhang1AwsAlbarghouthi1LorisD’Antoni1Abstractaﬁnitealphabet—thatarerobusttoadversarialexamples.Sequencesoverﬁnitealp...
via to Robustness Transformations Augmented
2023-11-14 21:46:141403564.98 KB8
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Reliable evaluation of adversarial Robustness with an ensemble of diverse parameter-free attacks
ReliableEvaluationofAdversarialRobustnesswithanEnsembleofDiverseParameter-freeAttacksFrancescoCroce1MatthiasHein1Abstractvariationsareusingotherlosses(Zhangetal.,2019b)andboostRobustnessviagenerati...
of Adversarial An with Evaluation
2023-11-14 21:46:091427724.06 KB11
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Proper Network Interpretability Helps Adversarial Robustness in Classification
ProperNetworkInterpretabilityHelpsAdversarialRobustnessinClassiﬁcationAkhilanBoopathy1SijiaLiu2GaoyuanZhang2CynthiaLiu1Pin-YuChen2ShiyuChang2LucaDaniel1Abstractdefensivedistillation(Papernotetal.,...
Adversarial in Network Robustness Interpretability
2023-11-14 21:45:588322.05 MB26
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On Lp-norm Robustness of Ensemble Decision Stumps and Trees
Onp-normRobustnessofEnsembleDecisionStumpsandTreesYihanWang1HuanZhang2HonggeChen3DuaneBoning3Cho-JuiHsieh2Abstractetal.,2017;Ilyasetal.,2018;Brendeletal.,2018;Chengetal.,2019a;2020),variousalgorith...
of on Decision Robustness Ensemble
2023-11-14 21:45:301145526.4 KB7
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Improving Robustness of Deep-Learning-Based Image Reconstruction
ImprovingRobustnessofDeep-Learning-BasedImageReconstructionAnkitRaj1YoramBresler1BoLi2Abstract1.IntroductionDeep-learning-basedmethodsforvariousappli-Adversarialexamplesfordeeplearningbasedmethodsh...
of Image Improving Robustness Reconstruction
2023-11-14 21:44:3519793.27 MB11
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Implicit Euler Skip Connections Enhancing Adversarial Robustness via Numerical Stability
ImplicitEulerSkipConnections:EnhancingAdversarialRobustnessviaNumericalStabilityMingjieLi1LingshenHe1ZhouchenLin1AbstractMoosavi-Dezfoolietal.,2016;Szegedyetal.,2013),i.e.,addingsomehuman-impercept...
Adversarial Robustness Implicit Enhancing Euler
2023-11-14 21:44:331480583.92 KB2
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Hierarchical Verification for Adversarial Robustness
HierarchicalVeriﬁcationforAdversarialRobustnessCongHanLim1RaquelUrtasun12ErsinYumer1AbstractsarialRobustnessfortraineddeepfeed-forwardnetworkswithReLUactivationfunctions.Thepoint-wisepro-Weintrodu...
for Adversarial Hierarchical Robustness verification
2023-11-14 21:44:301444703.15 KB30
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Efficient Robustness Certificates for Discrete Data Sparsity-Aware Randomized Smoothing for Graphs, Images and More
EfﬁcientRobustnessCertiﬁcatesforDiscreteData:Sparsity-AwareRandomizedSmoothingforGraphs,ImagesandMoreAleksandarBojchevski1JohannesKlicpera1StephanGu¨nnemann1AbstractAnoverwhelmingmajorityofcerti...
for Efficient Data Discrete Robustness
2023-11-14 21:44:011887498.21 KB21
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Certified Robustness to Label-Flipping Attacks via Randomized Smoothing
CertiﬁedRobustnesstoLabel-FlippingAttacksviaRandomizedSmoothingElanRosenfeld1EzraWinston1PradeepRavikumar1J.ZicoKolter12Abstractuser-generateddatasets—e.g.emailspamﬁlters,productrecommendationen...
via to Robustness Randomized Attacks
2023-11-14 21:43:25651717.62 KB30
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Adversarial Robustness via Runtime Masking and Cleansing
AdversarialRobustnessviaRuntimeMaskingandCleansingYi-HsuanWu1Chia-HungYuan1Shan-HungWu1AbstractAplethoraofdefenseshasbeenproposed,aimingtoin-creasetheRobustnessofanetworktoadversarialperturba-Deepn...
Adversarial and via Robustness Runtime
2023-11-14 21:43:0215981.01 MB8
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Adversarial Robustness for Code
AdversarialRobustnessforCodePavolBielik1MartinVechev1AbstractLearningtoAdversarialRepresenationAbstainTrainingRefnementMachinelearninganddeeplearninginparticu-larhasbeenrecentlyusedtosuccessfullyad...
for Adversarial Code Robustness
2023-11-14 21:43:02622776.25 KB5
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Adversarial Robustness Against the Union of Multiple Threat Models
AdversarialRobustnessAgainsttheUnionofMultiplePerturbationModelsPratyushMaini1EricWong2J.ZicoKolter34Abstracttheexistenceofdatapointswhichcanbeadversariallyper-turbedtobemisclassiﬁed,butare“close...
of Adversarial the Multiple Union
2023-11-14 21:43:021719389.7 KB26
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Using Pre-Training Can Improve Model Robustness and Uncertainty
UsingPre-TrainingCanImproveModelRobustnessandUncertaintyDanHendrycks1KiminLee2MantasMazeika3AbstractSurprisingly,pre-trainingprovidesnoperformancebene-ﬁtonvarioustasksandarchitecturesovertrainingf...
Using and Model Can Improve
2023-11-13 14:48:557823.51 MB14
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Theoretically Principled Trade-off between Robustness and Accuracy
TheoreticallyPrincipledTrade-offbetweenRobustnessandAccuracyHongyangZhang12YaodongYu3JiantaoJiao4EricP.Xing15LaurentElGhaoui4MichaelI.Jordan4Abstractblocksforarangeofsecurity-criticalsystemsandappl...
and Theoretically Principled Robustness Accuracy
2023-11-13 14:48:471201750.59 KB25
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PROVEN Verifying Robustness of Neural Networks with a Probabilistic Approach
PROVEN:VerifyingRobustnessofNeuralNetworkswithaProbabilisticApproachTsui-WeiWeng1Pin-YuChen2LamM.Nguyen2MarkS.Squillante2AkhilanBoopathy1IvanOseledets3LucaDaniel1Abstractdevelopingeffectivecounterm...
of Neural Networks with Robustness
2023-11-13 14:48:19508159.11 KB24
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POPQORN Quantifying Robustness of Recurrent Neural Networks
POPQORN:QuantifyingRobustnessofRecurrentNeuralNetworksChing-YunKo1ZhaoyangLyu2Tsui-WeiWeng3LucaDaniel3NgaiWong1DahuaLin2Abstractlini&Wagner,2018).Asmallperturbationthathumansaremostlyimmunetocanbec...
of Neural Networks Recurrent Robustness
2023-11-13 14:48:1510932.37 MB1
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On the Convergence and Robustness of Adversarial Training
OntheConvergenceandRobustnessofAdversarialTrainingYisenWang1XingjunMa2JamesBailey2JinfengYi1BowenZhou1QuanquanGu3Abstract2018),theyarevulnerabletoadversarialexamplescraftedbyaddingsmall,humanimperc...
of Adversarial and on Convergence
2023-11-13 14:48:0417568.71 MB30
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On the Connection Between Adversarial Robustness and Saliency Map Interpretability
OntheConnectionBetweenAdversarialRobustnessandSaliencyMapInterpretabilityChristianEtmann12SebastianLunz3PeterMaass1Carola-BibianeScho¨nlieb3AbstractFigure1.Animageofadog(left),thesaliencymapsofahi...
Adversarial and on the Robustness
2023-11-13 14:48:039456.97 MB28
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