From Scene Graphs to Answers: Selective Neuro-Symbolic Reasoning for Autonomous Driving

Autonomous-driving question answering requires reasoning over structured scene information, yet existing vision-language approaches largely delegate heterogeneous reasoning operations to a single neural inference process. We argue that this uniform strategy overlooks a fundamental distinction: some