XS-VLA: Teaching Tiny Vision-Language-Action Models with Spatial Supervision and Demonstration Conditioning
The episode discusses XS-VLA, a method for teaching tiny Vision-Language-Action models to improve spatial grounding and action organization. The researchers use Coarse-Grained Spatial Distillation to inject spatial cues and Latent Flow Matching to condition actions, achieving high performance on small models.