Contrastive Semantic Projection: Faithful Neuron Labeling with Contrastive Examples

Oussama Bouanani, Jim Berend, Wojciech Samek +2

Neuron labeling assigns textual descriptions to internal units of deep networks. Existing approaches typically rely on highly activating examples, often yielding broad or misleadin…