The Dimpled Manifold Model of Adversarial Examples in Machine Learning (Research Paper Explained)
#adversarialexamples #dimpledmanifold #security
Adversarial Examples have long been a fascinating topic for many Machine Learning researchers. How can a tiny perturbation cause the neural network to change its output by so much? While many explanations have been proposed over the years, they all appear to fall short. This paper attempts to comprehensively explain the existence of adversarial examples by proposing a view of the classification landscape, which they call the Dimpled Manifold Model, which says that any classifier will adjust its decision boundary to align with the low-dimensional data manifold, and only slightly bend around the data. This potentially explains many phenomena around adversarial examples. Warning: In this video, I disagree. Remember that I’m not an authority, but simply give my own opinions.
OUTLINE:
0:00 - Intro & Overview
7:30 - The old mental image of Adversarial Examples
11:25 - The new Dimpled Manifold Hypothesis
22:55 - The Stretchy Feature Mo
22 views
45
11
2 months ago 00:00:19 1
Family Friendly Bullet Time Magic in the Rice Fields! 🌾💨 @insta360 #Insta360X4 #Ph #ita 🇵🇭
2 months ago 00:11:49 1
Family Friendly Mind-Blown Burger! 🍔🍔🍔 The MOA Globe SM Mall of Asia Part 14 @insta360 🇵
2 months ago 00:09:42 1
Uplifting Worship: A Spiritual Journey at Santa Cruz UPC 🎶🙏 @insta360 #ph #ita 🇵🇭❤️
2 months ago 00:00:16 1
Bullet Time Magic in the Rice Fields! 🌾💨 @insta360 #Insta360X4 #SlowMotion #Ph #ita 🇵🇭d
2 months ago 00:02:55 1
Manila Mall Madness! 🍔🍟🍔 Epic Food Adventure at SM Mall of Asia Part 13 @insta360 #ph #ita 🇵🇭❤️🇮🇹
2 months ago 00:02:55 1
Tera Saath Hai Kitna Pyara (Lofi Flip) | Kishore Kumar | Anil Kapoor, Sridevi | Hindi Song
2 months ago 00:16:36 1
Family Friendly DIY Disaster! 🛠️ Fixing Dimple’s Bike Mishap @insta360 #ph #ita 🇵🇭❤️🇮🇹