Neurosymbolic Program Architecture Search - Methods and Exercises

Neurosymbolic Program Architecture Search - Methods and Exercises

Neurosymbolic Programming for Science via YouTube Direct link

Summary

16 of 18

16 of 18

Summary

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Neurosymbolic Program Architecture Search - Methods and Exercises

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  1. 1 Outline of Tutorial
  2. 2 Session 2: Neurosymbolic Programming Algorithms
  3. 3 Learning Strategy
  4. 4 Intro to Functional Idioms
  5. 5 A Neurosymbolic Functional DSL
  6. 6 Example: Recurrent Neural Encoder
  7. 7 Example: Counting the number of 5s
  8. 8 Benefit: Compositionality
  9. 9 Top-Down Program Synthesis
  10. 10 Story so Far: Top-Down Synthesis
  11. 11 First Option: Enumerative Search
  12. 12 Graph Search Depiction
  13. 13 Key Idea: Estimate "Cost to Go"
  14. 14 Implementing Admissible Heuristic
  15. 15 Motivating Observation/Assumption: Functional Representational Power
  16. 16 Summary
  17. 17 Code Structure
  18. 18 Neurosymbolic Behavior Challenge

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