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

HuMeGo-Sim HideMug

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 (permanence memory). A mug hides behind one of three screens while a decoy mug leaves; the robot places the snack box on the pad in front of the screen that hides the mug. The cue (mug hides (about 2.2 s)) has ended before the robot acts on it, and the instruction does not name the answer.

Instruction: "Hold the snack box and watch where the mug hides; then place the snack box on the pad in front of that screen's column, counting from the left."

Robot Unitree G1 with Dex3 hands, whole-body, simulated
Episodes 100 scripted expert demonstrations
Frames 129,745 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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