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Background: Network Pruning
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Classroom Contents
The Lottery Ticket Hypothesis - Michael Carbin
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- 1 Intro
- 2 Neural Networks are Large
- 3 Background: Network Pruning
- 4 Training is Expensive
- 5 Research Question
- 6 Motivation and Questions
- 7 Training Pruned Networks
- 8 Iterative Magnitude Pruning
- 9 Results
- 10 The Lottery Ticket Hypothesis
- 11 Broader Questions
- 12 Larger-Scale Settings
- 13 Scalability Challenges
- 14 Linear Mode Connectivity
- 15 Instability
- 16 Rewinding IMP Works
- 17 Takeaways
- 18 Our Current Understanding
- 19 Implications and Follow-Up
