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100 episodes · 50 fps · 1 camera · 640×360 h264

HuMeGo-Sim LitLamp

Part of HuMeGo, the humanoid memory benchmark of Memory before Goal: Role of Pre-History Memory for Humanoid Loco-Manipulation (arXiv · project page · all HuMeGo datasets).

Task (reference memory). One of the lamps lights up; the robot places the sugar box on the pad with that lamp's colour. The cue (lamp lights (0.5 s)) has ended before the robot acts on it, and the instruction does not name the answer.

Instruction: "Hold the sugar box and watch which lamp lights up; then place the sugar box on the pad with that lamp's colour."

Robot Unitree G1 with Dex3 hands, whole-body, simulated
Episodes 100 scripted expert demonstrations
Frames 109,076 at 50 Hz
Camera head camera (egocentric) video
Format LeRobot v2.1

Features: observation.images.egocentric (360, 640, 3), observation.hand_joints (14,), observation.arm_joints (14,), observation.leg_joints (15,), observation.prev_torso_rpy (3,), observation.prev_height (1,), states (-1,), action (-1,), next.done (1,).

Each line of meta/episodes.jsonl keeps the episode's environment configuration (task, randomization seed, cue events). Test scenes for this task (90 scenes, 30 per randomization level L0 / L1 / L2) are in HuMeGo-Sim-TestScenes.

License

Released under CC BY 4.0.

Citation

@misc{chen2026memorybeforegoal,
      title={Memory before Goal: Role of Pre-History Memory for Humanoid Loco-Manipulation},
      author={Chenyuan Chen and Ran Ding and Lechen Zhang and Zewen He and Yoshihiko Nakamura},
      year={2026},
      eprint={2610.31166},
      archivePrefix={arXiv},
      primaryClass={cs.RO},
      url={https://arxiv.org/abs/2610.31166},
}
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