Choosing the right basis for interpretability: Psychophysical comparison between neuron-based and dictionary-based representations

Julien Colin, Lore Goetschalckx, Thomas Fel +3

Interpretability research often adopts a neuron-centric lens, treating individual neurons as the fundamental units of explanation. However, neuron-level explanations can be undermi…