CausalAF: Causal Autoregressive Flow for Safety-Critical Driving Scenario Generation

Overview

CausalAF incorporates causal masking into a flow-based scenario generator to represent relationships among generated objects. Experiments across three traffic settings evaluate critical-scenario generation efficiency and using generated cases to improve driving-policy robustness.