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- Why do DNNs create Dimpled Manifolds?
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Classroom Contents
The Dimpled Manifold Model of Adversarial Examples in Machine Learning - Research Paper Explained
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- 1 - Intro & Overview
- 2 - The old mental image of Adversarial Examples
- 3 - The new Dimpled Manifold Hypothesis
- 4 - The Stretchy Feature Model
- 5 - Why do DNNs create Dimpled Manifolds?
- 6 - What can be explained with the new model?
- 7 - Experimental evidence for the Dimpled Manifold Model
- 8 - Is Goodfellow's claim debunked?
- 9 - Conclusion & Comments
