Debate Flares Over How to Validate Neuron Interpretations

Researchers are debating validation standards for neuron interpretations: critics argue explanations should be judged within the neuron's receptive field, while Nick Cammarata defends using attribution visualizations among dozens of available tools.

2026-10-22 ~ 2026-10-22 · 3 related posts

• Interpretability debate: whole-image inspection too coarse, use attribution and feature accentuation — nickcammarata · 2026-10-22
• Interpretability test proposal: explanations fail if humans can't beat chance on receptive-field crops — livgorton · 2026-10-22
• Nick Cammarata: late-layer receptive fields span whole images, dozens of validation tools exist — nickcammarata · 2026-10-22