MLP Neurons Match SAE Sparsity: ~100-Neuron Circuits Steer LLM Behavior

burny_tech · x · 2026-10-25

The author shares the ICML Spotlight paper showing MLP neurons are empirically as sparse a feature basis as SAEs, with a gradient-based circuit-tracing pipeline that finds causally effective neurons — 10² neurons control behavior on subject-verb agreement, and latent reasoning steps can be steered on multi-hop tasks.

Related event: ICML Spotlight Paper: Hundred-Neuron Circuits Can Steer Model Behavior(2 posts)→

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