Transformers Meet Directed Graphs - Exploring Direction-Aware Positional Encodings

Transformers Meet Directed Graphs - Exploring Direction-Aware Positional Encodings

Valence Labs via YouTube Direct link

- Intro

1 of 14

1 of 14

- Intro

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Transformers Meet Directed Graphs - Exploring Direction-Aware Positional Encodings

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  1. 1 - Intro
  2. 2 How do Language Models Encode Code
  3. 3 - Sinusoidal Encodings
  4. 4 - Signal Processing: DFT
  5. 5 - Graph Fourier Basis
  6. 6 - Magnetic Laplacian
  7. 7 - Harmonics for Directed Graphs
  8. 8 - Ambiguity of Eigenvectors
  9. 9 - Architecture
  10. 10 - Distance Prediction
  11. 11 - Correctness Prediction of Sorting Networks
  12. 12 - OpenGraphBenchmark Code 2
  13. 13 - Summary
  14. 14 - Q+A

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