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