VISIONLOGIC: From Neuron Activations to Causally Grounded Concept Rules for Vision Models

Chuqin Geng, Yuhe Jiang, Ziyu Zhao +4

While concept-based explanations improve interpretability over local attributions, they often rely on correlational signals and lack causal validation. We introduce VisionLogic, a…