Artificial Intelligence #autonomous driving#safety envelopes
New Research Reveals Two-Dimensional Safety Envelopes for Autonomous Driving AI Planners
A new arXiv paper evaluates Alpamayo R1, a 10B-parameter driving VLA, on 15,968 attack pairs and finds that a single aggregate safety threshold masks scenario-specific failure severity. The researchers propose two-dimensional safety envelopes combining noise tolerance and high-severity failure rate for ISO 21448 (SOTIF) certification.
Jun 17, 2026 1 source
