Add robotics pipeline tag and improve model card
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by
nielsr
HF Staff
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README.md
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license: cc-by-4.0
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SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-body Manipulation
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license: cc-by-4.0
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pipeline_tag: robotics
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# SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-body Manipulation
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SoMA is a 3D Gaussian Splat simulator for soft-body manipulation. It couples deformable dynamics, environmental forces, and robot joint actions in a unified latent neural space for end-to-end real-to-sim simulation.
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Modeling interactions over learned Gaussian splats enables controllable, stable long-horizon manipulation and generalization beyond observed trajectories without predefined physical models.
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- **Paper:** [https://arxiv.org/abs/2602.02402](https://arxiv.org/abs/2602.02402)
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- **Project Page:** [https://city-super.github.io/SoMA/](https://city-super.github.io/SoMA/)
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## Description
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SoMA is a Gaussian splat neural simulator that models deformable object dynamics from real-world robot manipulation, enabling action-conditioned, stable long-horizon simulation with high-fidelity, multi-view–consistent rendering. By coupling deformable dynamics, environmental forces, and robot joint actions in a unified latent neural space, SoMA improves resimulation accuracy and generalization on real-world robot manipulation by 20%, enabling stable simulation of complex tasks such as long-horizon cloth folding.
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## Citation
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If you find this work useful, please cite:
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```bibtex
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@article{huang2026soma,
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title={SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-body Manipulation},
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author={Huang, Mu and Wang, Hui and Kerui Ren and Linning Xu and Yunsong Zhou and Mulin Yu and Bo Dai and Jiangmiao Pang},
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journal={arXiv preprint arXiv:2602.02402},
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year={2026}
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}
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```
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