"Interpretability"的相关文档

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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Accuracy, Interpretability, and Differential Privacy via Explainable Boosting
Accuracy,Interpretability,andDifferentialPrivacyviaExplainableBoostingHarshaNori1RichCaruana1ZhiqiBu2JudyHanwenShen3JanardhanKulkarni1AbstractWhileGAMsweretraditionallyﬁtusingsmoothlow-orderspline...
and via Differential Privacy Accuracy
2023-11-16 18:00:221740604.89 KB14
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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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DeepCoDA personalized Interpretability for compositional health
DeepCoDA:personalizedInterpretabilityforcompositionalhealthdataThomasP.Quinn1DangNguyen1SantuRana1SunilGupta1SvethaVenkatesh1Abstracttrust.Inthehealthcaresetting,interpretablemodelsshouldimplicater...
for Compositional Interpretability Personalized DeepCoDA
2023-11-14 21:43:478132.62 MB20
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Gaining Free or Low-Cost Interpretability with Interpretable Partial Substitute
GainingFreeorLow-CostTransparencywithInterpretablePartialSubstituteTongWang1Abstractingtwosolutionsforfacilitatinghumanunderstandability.Thisworkaddressesthesituationwhereablack-Theﬁrstsolutionist...
with Interpretable Interpretability or Gaining
2023-11-13 14:47:151280619.26 KB30
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Interpretability Beyond Feature Attribution Quantitative Testing with Concept Activation Vectors (TCAV)
InterpretabilityBeyondFeatureAttribution:QuantitativeTestingwithConceptActivationVectors(TCAV)BeenKimMartinWattenbergJustinGilmerCarrieCaiJamesWexlerFernandaViegasRorySayresAbstractcoefﬁcientweigh...
Feature with Attribution Beyond Testing
2023-11-13 11:59:4918041.99 MB2
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