zita-ch/supermimic_vibed

vibe coded supermimic within 1h, LAFAN passed within 1.5 gpuh training

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Unofficial reproduction of SuperMimic: Scaling Humanoid Whole-Body Control with One Differentiable World Model (arXiv 2610.28480) — no official code is released, so everything here is implemented from the paper. Target experiment: the controlled LAFAN1 comparison (Fig. 4a): 40 G1-retargeted LAFAN1 clips (2.45 h), one GPU; the paper reaches evaluation normalized return 0.82 after 1.2 h on an H100. Author: Chong Zhang (ETH Zurich). License: MIT. Solid robot: the trained policy simulated in Isaac Lab with MuJoCo-Warp. Blue ghost: the reference motion. Clips: dance, jumps, fall-and-get-up, sprint. Progress and timestamps: MILESTONES.md. Neither Isaac Lab nor any data is included in this repository; the steps below fetch them. Requirements: Linux, an NVIDIA GPU (tested: RTX PRO 6000 Blackwell, driver 580 / CUDA 13), Docker with the NVIDIA Container Toolkit (docker run --gpus must work), 20 GB of disk for the images and 0.2 GB for the data. Physics: Newton with the MuJoCo-Warp…

zita-ch/supermimic_vibed on GitHub A short preview, not the full document.

Read the full README ↗ · Preview checked 2026-10-28T22:22:40.996Z

Inside the original README — Document outline
  1. SuperMimic reproduction on Isaac Lab 3 (kit-less, MuJoCo-Warp)
  2. Layout
  3. Setup
  4. 1. Isaac Lab (kit-less Docker image)
  5. 2. Data: LAFAN1 motions and the G1 model
  6. Usage
  7. Result (LAFAN1, 40 clips, one RTX PRO 6000 Blackwell)
  8. Implementation (paper section -> file)
  9. Deviations / choices not specified by the paper
  10. Attribution and licenses
  11. License

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What this repository does

vibe coded supermimic within 1h, LAFAN passed within 1.5 gpuh training

Repository facts

Owner
zita-ch
Primary language
Python
Stars
684
Forks
68
Open issues + pull requests
1
License
MIT
Archived
No
Default branch
main
Created
2026-10-21T17:29:28.000Z
Last push
2026-10-26T12:56:15.000Z

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