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# Deep Learning Survey
**Authors:** Alex Rivera, Dr. Thorne
---
## Attention Mechanism
The scaled dot-product attention:
$$ \text{Attention}(Q,K,V) = \text{softmax}\left(\frac{QK^T}{\sqrt{d_k}}\right)V $$
```python
scores = torch.matmul(q, k.transpose(-2, -1)) * scale
weights = torch.softmax(scores, dim=-1)
```
Authors: Alex Rivera, Dr. Thorne
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