Train, but Verify: Towards Practical AI Robustness

Abstract

Outline: What is a sufficient condition for training a convolutional neural network (CNN) image classifier such that adversarial examples against that model are recognizable to humans? Comparison of defensive methods; Experimental results; Privacy.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 2020
Accession Number
AD1145657

Entities

People

  • Grace Lewis
  • Jon Helland
  • Matt Churilla
  • Nathan Vanhoudnos
  • Oren Wright

Organizations

  • Carnegie Mellon University

Tags

DTIC Thesaurus Topics

  • Artificial Intelligence
  • Artificial Intelligence Computing
  • Artificial Intelligence Software
  • Computer Vision
  • Computers
  • Convolutional Neural Networks
  • Deep Learning
  • Department Of Defense
  • Engineering
  • Guarantees
  • Machine Learning
  • Materials
  • Neural Networks
  • Pattern Recognition
  • Recognition
  • Software Development
  • Standards
  • Training
  • Universities

Fields of Study

  • Computer science

Readers

  • Cybersecurity.
  • Neural Network Machine Learning.

Technology Areas

  • AI & ML
  • AI & ML - Neural Networks