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- Abstraction by Compressing Program Refactorings
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Classroom Contents
DreamCoder- Growing Generalizable, Interpretable Knowledge With Wake-Sleep Bayesian Program Learning
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- 1 - Intro & Overview
- 2 - DreamCoder System Architecture
- 3 - Wake Phase: Neural Guided Search
- 4 - Abstraction Phase: Extending the Internal Library
- 5 - Dreaming Phase: Training Neural Search on Fictional Programs and Replays
- 6 - Abstraction by Compressing Program Refactorings
- 7 - Experimental Results on LOGO Drawings
- 8 - Ablation Studies
- 9 - Re-Discovering Physical Laws
- 10 - Discovering Recursive Programming Algorithms
- 11 - Conclusions & Discussion
