SymmGrid accelerates direct on-robot learning for contact tasks

Symmetry-based trajectory augmentation improved training speed and success rates on real robot insertion, routing, and relocation tasks.

Faster physical learning strengthens the case for local adaptation, raising the value of efficient inference and high-bandwidth sensor processing.