HIVE Robots

“The authors introduce DEED (Data-Efficient Post-Training and Experience-Driven Learning), a pipeline that includes control-frequency alignment, data curation, visual highlighting, and reduced VLA dependence.”

“The paper's core thesis is that the gap between benchmark performance and reliable real-world deployment for Vision-Language-Action (VLA) robots is primarily a systems integration challenge, not an architectural one.”

“Building on this policy, a single Experience-Driven iteration improves both success rate and efficiency, raising success to 42% (21/50) while reducing per-bag time to 22.37 s.”

“one head-mounted camera (Intel RealSense D435i) and two wrist-mounted cameras (RealSense D405)”