Ewald-Based Long-Range Message Passing for Molecular Graphs

Ewald-Based Long-Range Message Passing for Molecular Graphs

Valence Labs via YouTube Direct link

- Force vs. Energy Results

15 of 17

15 of 17

- Force vs. Energy Results

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Classroom Contents

Ewald-Based Long-Range Message Passing for Molecular Graphs

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  1. 1 - Intro
  2. 2 - Problem Setting
  3. 3 - MPNN Blueprint
  4. 4 - Continous-Filter Convolutions
  5. 5 - Periodic Boundary Conditions
  6. 6 - Ewald Summary
  7. 7 - Ewald Message Passing
  8. 8 - Long-Range Message Sums
  9. 9 - The Aperiodic Case
  10. 10 - Radial vs. Non-Radial Filtering
  11. 11 - Combination with Existing Models
  12. 12 - Baselines & Datasets
  13. 13 - Comparison Studies
  14. 14 - Analysis of Long-Range Impact
  15. 15 - Force vs. Energy Results
  16. 16 - Conclusion
  17. 17 - Q+A

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