NS-VLA introduces neuro-symbolic encoding and hierarchical optimization to improve robotic manipulation generalization and exploration over prior VLA methods.
AnyHand provides 6.6M synthetic RGB-D hand images with occlusions and aligned depth, significantly improving 3D hand pose estimation benchmarks and showing data diversity rivals scale.