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Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability

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·1 events·first seen 9d ago

Aliases: Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability

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ISO 26262 ISO/PAS 21448

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ISO 26262 Visual Verification Enables Inference-time Steering and Autonomous Policy Improvement Planning-aligned Token Compression for Long-Context Autonomous Driving Intervention-Aware Variational Quantum Differentiable Predictive Control Predicting Future Behaviors in Reasoning Models Enables Better Steering ISO/IEC 42001:2023 ISO/PAS 21448 ISCA 2025 autonomous driving representation-level steering ISO/IEC 42001 automated mechanistic interpretability

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4arXiv · cs.AI·9d ago·source ↗

Paper proposes Transferability and Predictability metrics to extend ISO 26262 for autonomous vehicles

A preprint from arXiv proposes decomposing the ISO 26262 'Controllability' concept into two measurable sub-dimensions—Transferability (AV handoff to fallback mechanisms) and Predictability (external agents' ability to anticipate AV behavior)—to make functional safety standards applicable to driverless SAE Level 4/5 systems. The authors provide a mathematical framework for quantifying Predictability and introduce a designed-versus-achievable gap to distinguish architectural claims from scene-conditioned fallback capability. The proposed metrics are designed to align with both ISO 26262 and ISO/PAS 21448 (SOTIF), making safety claims falsifiable and traceable across operational design domains.

AI Safety Research ISO 26262 Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability ISO/PAS 21448