Overcoming Visual Clutter in Vision Language Action Models via Concept-Gated Visual Distillation

Sangmim Song, Sarath Kodagoda, Marc Carmichael +1

Vision-Language-Action (VLA) models demonstrate impressive zero-shot generalization but frequently suffer from a "Precision-Reasoning Gap" in cluttered environments. This failure i…