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Classroom Contents
Toward a Causal Analysis of Generalization in Deep Learning - Behnam Neyshabur
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- 1 Intro
- 2 The Problem
- 3 Generation Gap
- 4 Predicting Generalization
- 5 What makes generalizations
- 6 Generalization Balance
- 7 Generalization Correlation
- 8 Experimental Design
- 9 HighLevel Design
- 10 Overall Rank Correlation
- 11 Results
- 12 Hypothesis
- 13 Canonical Ordering
- 14 Path Norm
- 15 Flatness Based Measures
- 16 Protection Based Measures
- 17 Optimization
- 18 Negative Correlation
- 19 Gradient Noise
- 20 Summary
- 21 Conclusion
