Chris Potts Pushes Back on Wilson's Interpretability Critique: Focus on Goals, Not Methods

ShahabBakht · x · 2026-11-02

Stanford professor Chris Potts responded to Andrew Wilson's critique of the interpretability field, arguing he conflated the whole field with a culturally prominent subset of its work.

Potts's core point: criticizing individual methods is healthy, but the underlying goals matter most. Influence functions may be the wrong method, yet solving data attribution would be transformative; saliency maps are clearly inadequate, but the broader family of feature attribution methods is far better. He also asked whether critics had checked whether researchers had already branched out beyond the methods being criticized.

Related event: Stanford's Potts Rebuts Skeptics, Defends Mechanistic Interpretability(2 posts)→

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