ShieldVLA: Feasibility-Aware Safety Alignment for Vision-Language-Action Models
Vision-Language-Action (VLA) models demonstrate strong generalization in robotic manipulation and navigation, but existing fine-tuning methods provide limited safety guarantees. Current approaches primarily rely on Lagrangian optimization that enforces safety through soft penalties on expected cumulative cost, often re...
Manan Tayal, A. Nambi
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