Tagged articles

cross-embodiment

3 articles · Page 1 of 1

Jul 23, 2026 · Artificial Intelligence

Rendering Robot Actions as Video for Cross‑Embodiment Bidirectional Inference

The article reviews the Masked Visual Actions approach, which renders robot motion as pixel‑level masks for video world models, enabling both forward prediction of environment changes and inverse generation of robot actions, and demonstrates significant performance gains across multiple robotic tasks and embodiments.

AIRoboCasacross-embodiment

0 likes · 10 min read

Rendering Robot Actions as Video for Cross‑Embodiment Bidirectional Inference

Machine Heart

Jun 15, 2026 · Artificial Intelligence

HyVLA-0.5: Sub‑millimeter UMI Data and Real‑Robot Reinforcement Eliminate Heavy Tele‑operation

HyVLA-0.5, an open‑source embodied VLA model from Tencent Robotics X, leverages over 10,000 hours of sub‑millimeter UMI demonstration data and a novel FlowPRO reinforcement pipeline to achieve more than 90% success on simulated and real‑world tasks, while supporting cross‑embodiment transfer and asynchronous deployment.

FlowPROHyVLA-0.5Reinforcement Learning

0 likes · 16 min read

HyVLA-0.5: Sub‑millimeter UMI Data and Real‑Robot Reinforcement Eliminate Heavy Tele‑operation

Amap Tech

Oct 5, 2025 · Artificial Intelligence

Can One Navigation Brain Power All Robots? Inside CE-Nav’s Cross‑Embodiment Breakthrough

CE-Nav introduces a two‑stage imitation‑then‑reinforcement framework that decouples generic geometric planning from robot‑specific dynamics, enabling low‑cost, high‑performance navigation across quadrupeds, humanoids, and drones while requiring only brief online fine‑tuning.

Reinforcement LearningVelFlowcross-embodiment

0 likes · 11 min read