Donggyu Kim

SymVD: Symmetric Vision Language Action Distillation for Robot Manipulation

Symmetric VLA Distillation (SymVD), a distillation framework that transfers knowledge from a large VLA teacher to a compact student policy by explicitly exploiting geometric symmetries in manipulation tasks, consistently improves over standard distillation and also outperforms SAC in terms of sample efficiency and gene...