Network Controls
Wider networks can store more knowledge but require more computation
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Facts Stored
0%
Capacity Used
Knowledge Storage Capacity
Green: Efficient storage | Yellow: Getting full | Red: Interference likely
Key Concepts
- Expand-Contract: Wide hidden layer stores more knowledge
- Universal Approximation: Wider networks can represent more functions
- Knowledge Interference: Too much knowledge can cause conflicts
- Sparsity: Only some neurons activate for each piece of knowledge
FFN Architecture
Input
Expand
Output
Stored Knowledge
Add knowledge items to see how they're stored in the network