Episode 14.20: Polysemantic Encoding - Unmaking Sense

What this episode covers

When nodes are involved in multiple encodings, the brain or networks can encode far more concepts but at the expense of being harder or impossible to interpret. Accordingly, there is a trade-off between power and interpretability, even between power and security: how do we know what polysemic neural nets are doing or “thinking”?

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Frequently Asked Questions

How long is this episode of Unmaking Sense?

This episode is 13 minutes long.

When was this Unmaking Sense episode published?

This episode was published on July 22, 2025.

What is this episode about?

When nodes are involved in multiple encodings, the brain or networks can encode far more concepts but at the expense of being harder or impossible to interpret. Accordingly, there is a trade-off between power and interpretability, even between power...

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