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Unveiling the Impact of Data and Model Scaling on High-Level Control for Humanoid Robots

Description

Data scaling has long remained a critical bottleneck in robot learning. For humanoid robots, human videos and motion data are abundant and widely available, offering a free and large-scale data source. Besides, the semantics related to the motions enable modality alignment and high-level robot control learning. However, how to effectively mine raw video, extract robot-learnable representations, and leverage them for scalable learning remains an open problem. To address this, we introduce Humanoi

Source

http://arxiv.org/abs/2511.09241v2