BloomTech’s Downfall: A Long Time Coming

Chip Placement with Deep Reinforcement Learning - Paper Explained

Chip Placement with Deep Reinforcement Learning - Paper Explained

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Paper keypoints

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Paper keypoints

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Chip Placement with Deep Reinforcement Learning - Paper Explained

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  1. 1 Paper keypoints
  2. 2 Why do we need faster chip design?
  3. 3 High-level pipeline explained
  4. 4 RL agent explained
  5. 5 How are computers made
  6. 6 Assumptions
  7. 7 Wirelength and macro heuristic
  8. 8 Macro placement masking
  9. 9 Edge Graph Neural Network details
  10. 10 Results
  11. 11 Visualizations
  12. 12 Further research

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