NS-VLA introduces neuro-symbolic encoding and hierarchical optimization to improve robotic manipulation generalization and exploration over prior VLA methods.
FaithfulFaces improves identity-preserving video generation via pose-shared identity alignment and achieves state-of-the-art consistency across pose changes and occlusions.