HoloBrain-0 Technical Report
About
In this work, we introduce HoloBrain-0, a comprehensive Vision-Language-Action (VLA) framework that bridges the gap between foundation model research and reliable real-world robot deployment. The core of our system is a novel VLA architecture that explicitly incorporates robot embodiment priors, including multi-view camera parameters and kinematic descriptions (URDF), to enhance 3D spatial reasoning and support diverse embodiments. We validate this design through a scalable ``pre-train then post-train" paradigm, achieving state-of-the-art results on simulation benchmarks such as RoboTwin 2.0, LIBERO, and GenieSim, as well as strong results on challenging long-horizon real-world manipulation tasks. Notably, our efficient 0.2B-parameter variant rivals significantly larger baselines, enabling low-latency on-device deployment. To further accelerate research and practical adoption, we fully open-source the entire HoloBrain ecosystem, which includes: (1) powerful pre-trained VLA foundations; (2) post-trained checkpoints for multiple simulation suites and real-world tasks; and (3) RoboOrchard, a full-stack VLA infrastructure for data curation, model training and deployment. Together with standardized data collection protocols, this release provides the community with a complete, reproducible path toward high-performance robotic manipulation.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Robot Manipulation | LIBERO | Goal Achievement97.6 | 494 | |
| Robot Manipulation | RoboTwin Clean 2.0 | Place Dual Shoes Success96 | 20 | |
| Robot Manipulation | RoboTwin Randomized 2.0 | Success Rate: Place Dual Shoes96 | 20 | |
| Robot Manipulation | LIBERO-Plus Zero-shot | Camera Score66.3 | 20 | |
| Aggregate performance across 10 tasks | HoloBrain-0 Real-world Evaluation Suite | Average Progress88.07 | 4 | |
| Fold clothes | HoloBrain Real-world Evaluation Suite 0 | Progress Score81.43 | 4 | |
| Fold paper box | HoloBrain-0 Real-world Evaluation Suite | Progress Score99.5 | 4 | |
| Fold Towel | HoloBrain-0 Real-world Evaluation Suite | Progress Score95.26 | 4 | |
| Place shoe | HoloBrain Real-world Evaluation Suite 0 | Progress Score0.9677 | 4 | |
| Put bottles basket | HoloBrain-0 Real-world Evaluation Suite | Progress Score96.67 | 4 |