Chen-Qi Li

When Is an SAE Feature Interpretable? A Validation Ladder for EEG Foundation Models

A validation ladder for semantic interpretations of SAE latents is proposed: it asks in turn whether a latent responds, whether that response survives controlling for how much signal the intervention removes, whether it is specific rather than broadly fragile, and whether the proposed property is visible on unperturbed...