When and How Severely: Scenario-Specific Safety Envelopes for Driving VLAs

Overview

The paper jointly analyzes perturbation tolerance and failure severity for a driving VLA. It argues that scenario-specific, two-dimensional safety envelopes reveal differences hidden by aggregate error thresholds in SOTIF-oriented ODD descriptions.