Neural Networks, Temporal Logic, and Verification with STL Net - Part 2

Neural Networks, Temporal Logic, and Verification with STL Net - Part 2

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Adjusting Neural Network Results to Meet a Specification

6 of 11

6 of 11

Adjusting Neural Network Results to Meet a Specification

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Neural Networks, Temporal Logic, and Verification with STL Net - Part 2

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  1. 1 Setup
  2. 2 Student-Teacher Network Paradigm
  3. 3 STL Loss Function
  4. 4 Two Models
  5. 5 Architecture Overview
  6. 6 Adjusting Neural Network Results to Meet a Specification
  7. 7 Key Idea: Converting Specification to DNF Form
  8. 8 Example Trace Generation
  9. 9 Metrics
  10. 10 Results on Generated Data
  11. 11 Results on Air Quality Prediction Data

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