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Evidence record 6459 · automatically gathered

Causal Scene Narration with Runtime Safety Supervision for Vision-Language-Action Driving

Vision-Language-Action (VLA) models for autonomous driving must integrate diverse textual inputs, including navigation commands, hazard warnings, and traffic state descriptions, yet current systems often present these as disconnected fragments, forcing the model to discover on its own which environmental constraints are relevant to the current maneuver. We introduce Causal Scene Narration (CSN), which restructures VLA text inputs through intent-constraint alignment, quantitative grounding, and s

Record details

Published: 2 April 2026
Source: arXiv
Category: Research
Topics: Safety & alignment · Environment
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

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How to cite this record

ethics.ai (2 April 2026), “Causal Scene Narration with Runtime Safety Supervision for Vision-Language-Action Driving,” evidence record 6459, https://ethics.ai/record/6459 (originally published by arXiv).

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