VisionLogic: Discovering and Grounding Decision-Relevant Visual Concepts
VisionLogic creates a new framework to generate faithful, hierarchical explanations from neural networks by combining learned logical rules with causal validation of visual concepts. It transforms raw neuron data into interpretable logic and then proves which visual regions are actually responsible for those logical decisions, offering globally consistent, human-understandable explanations.