ECE 595ML Lecture 33.2: Adversarial Attack - Basic Terminologies

View Presentation

Additional materials available (4)

Category

Online Presentations

Published on

Cite this work

Researchers should cite this work as follows:

  • (2020), "ECE 595ML Lecture 33.2: Adversarial Attack - Basic Terminologies," https://nanohub.org/resources/33601.

    BibTex | EndNote

Time

Location

Purdue University, West Lafayette, IN

ECE 595ML Lecture 33.2: Adversarial Attack - Basic Terminologies
  • Lecture 33.2: Adversarial Attack - Basic Terminologies 1. Lecture 33.2: Adversarial Atta… 0
    00:00/00:00
  • Outline 2. Outline 8.8421755088421765
    00:00/00:00
  • Definition: Additive Adversarial Attack 3. Definition: Additive Adversar… 114.74808141474809
    00:00/00:00
  • Definition: General Adversarial Attack 4. Definition: General Adversari… 293.05972639305975
    00:00/00:00
  • Example: Geometric Attack 5. Example: Geometric Attack 357.4240907574241
    00:00/00:00
  • The Multi-Class Problem 6. The Multi-Class Problem 445.91257924591258
    00:00/00:00
  • The Multi-Class Problem 7. The Multi-Class Problem 665.73239906573247
    00:00/00:00
  • The Multi-Class Problem 8. The Multi-Class Problem 776.91024357691026
    00:00/00:00
  • Correct Classification 9. Correct Classification 1046.8802135468802
    00:00/00:00
  • Our Approach 10. Our Approach 1304.5712379045713
    00:00/00:00
  • Minimum Distance Attack 11. Minimum Distance Attack 1520.8541875208543
    00:00/00:00
  • Maximum Loss Attack 12. Maximum Loss Attack 1686.7867867867869
    00:00/00:00
  • Regularization-based Attack 13. Regularization-based Attack 1855.8892225558893
    00:00/00:00
  • Understanding the Geometry: Objective Function 14. Understanding the Geometry: Ob… 1906.9069069069069
    00:00/00:00
  • Understanding the Geometry: Constraint 15. Understanding the Geometry: Co… 1981.6149482816149
    00:00/00:00
  • Understanding the Geometry: Constraint 16. Understanding the Geometry: Co… 2090.29029029029
    00:00/00:00
  • Linear Classifier 17. Linear Classifier 2121.7884551217885
    00:00/00:00
  • Linear Classifier 18. Linear Classifier 2284.5845845845847
    00:00/00:00
  • Attack: The Simplest Example 19. Attack: The Simplest Example 2341.8418418418419
    00:00/00:00
  • Summary 20. Summary 2428.3283283283286
    00:00/00:00
Pop Out