Safety4DM vision-language framework for risk-aware dynamic maps in collaborative driving
Fine-tuned Qwen3-VL-4B reaches 89.83% accuracy on RoadRisk dataset with SafeStep interface achieving over 93% query accuracy.
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Stories tagged #risk-perception
Batten the Hatches: Cybersecurity with Military Mariners
Interviews with 20 U.S. Navy and Coast Guard mariners reveal informal, safety-oriented shipboard cyber risk models that may delay attribution and containment.