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Networks that Adapt to Intrinsic Dimensionality Beyond the Domain
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- 1 Introduction
- 2 Speaker Introduction
- 3 Overview
- 4 Neural Networks
- 5 The Curse of Dimensionality
- 6 Theory
- 7 Main Question
- 8 Manifold Learning Community
- 9 Reach of a Manifold
- 10 Linear Regression
- 11 Approximation Theory
- 12 Classification
- 13 Excess Risk
- 14 Recent Work
- 15 Chart Auto Encoders
- 16 Neural Network Construction
- 17 Linear Encoders
- 18 Clustered Data
- 19 Questions
- 20 Conclusion
- 21 Hybrid Seminar