Neuroscientist maps brain mixed selectivity to polysemanticity in mech interp

HistedLab · x · 2026-10-18

In a mech interp discussion, HistedLab notes that mixed selectivity in neuroscience maps directly to polysemanticity in mechanistic interpretability. He adds that polysemanticity and messy representations in brains don't prove AI systems can't be trained to produce clean ones — though his feeling is it's inherent to highly nonlinear function-fitting.

Related event: Neuroscientist HistedLab on brain polysemanticity and AI interpretability(6 posts)→

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