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Neural networks are not already clean.

LessWrongAnalysis or commentary·
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A LessWrong post argues that interpretability work has not yet shown that individual neurons in neural networks have coherent, explainable roles, noting that a consistent activation pattern would be evidence of explanation and a random jumble of unrelated concepts would not.

Why it matters: It questions whether current neuron-level explanations of neural networks are actually validated.

Written by AI from LessWrong's published text.

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“What would it take to get assurance that we have actually explained a neuron? Certainly, it would be a good sign if neuron activations looked like they had a consistent pattern, and a bad sign if they looked like a random jumble of unrelated concepts.”
LessWrong, 17 Oct 2026, 01:17.

Interpretation or community commentary rather than straight reporting.

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