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Can We Leverage Predictive Uncertainty to Detect Dataset Shift and
  Adversarial Examples in Android Malware Detection?

Can We Leverage Predictive Uncertainty to Detect Dataset Shift and Adversarial Examples in Android Malware Detection?

20 September 2021
Deqiang Li
Tian Qiu
Shuo Chen
Qianmu Li
Shouhuai Xu
    AAML
ArXivPDFHTML

Papers citing "Can We Leverage Predictive Uncertainty to Detect Dataset Shift and Adversarial Examples in Android Malware Detection?"

5 / 5 papers shown
Title
Leveraging Uncertainty for Improved Static Malware Detection Under
  Extreme False Positive Constraints
Leveraging Uncertainty for Improved Static Malware Detection Under Extreme False Positive Constraints
A. Nguyen
Edward Raff
Charles K. Nicholas
James Holt
23
21
0
09 Aug 2021
Deep Learning for Android Malware Defenses: a Systematic Literature
  Review
Deep Learning for Android Malware Defenses: a Systematic Literature Review
Yue Liu
C. Tantithamthavorn
Li Li
Yepang Liu
AAML
19
77
0
09 Mar 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
268
5,652
0
05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
247
9,109
0
06 Jun 2015
Convolutional Neural Networks for Sentence Classification
Convolutional Neural Networks for Sentence Classification
Yoon Kim
AILaw
VLM
250
13,347
0
25 Aug 2014
1