English(EN) Translation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots

新方法利用桥接动作将人类操控技能转移到机器人 · 跟踪 3 个来源

作者 PulseAugur 编辑部 · [3 个来源] · 2026-06-26 00:00

研究人员开发了一种新颖的方法，通过使用“桥接动作”表示来将人类操控技能转移到机器人。该方法侧重于初始头部摄像头帧中的相对腕部平移，这是人类和机器人共有的动作空间。采用具有交错动作令牌和注意力掩码的视觉-语言-动作模型来处理具身差异，从而为双臂机器人执行新颖的操控任务实现更有效的知识转移。 AI

影响这项研究可以通过实现更有效的人类技能转移，显著推进机器人学习，从而可能加速复杂环境中自主系统的开发。

排序理由该集群包含一篇详细介绍机器人操控新方法的学术论文。

AI 生成摘要 · Google Gemini · 来自 3 个来源。我们如何撰写摘要 →

报道来源 [3]

Hugging Face Daily Papers TIER_1 English(EN) · 2026-06-26 00:00

Translation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots

Human manipulation skills are transferred to robots more effectively by using a bridging action representation based on relative wrist translation in the initial head-camera frame, combined with a vision-language-action model that handles embodiment differences through interleave…
arXiv cs.CV TIER_1 English(EN) · Sijin Chen, Kaixuan Jiang, Haixin Shi, Yanhui Wang, Weiheng Zhong, Haosheng Li, Bo Jiang, Yuxiao Liu, Xihui Liu · 2026-06-29 04:00

Translation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots

arXiv:2606.28133v1 Announce Type: cross Abstract: We study whether we can learn novel manipulation skills from human actions to a bi-manual robot with parallel grippers. Human action data is cheap, abundant, and diverse, making it one of the most promising resources for scaling u…
arXiv cs.CV TIER_1 English(EN) · Xihui Liu · 2026-06-26 14:34

翻译作为一种桥接行为：将操控技能从人类转移到机器人

We study whether we can learn novel manipulation skills from human actions to a bi-manual robot with parallel grippers. Human action data is cheap, abundant, and diverse, making it one of the most promising resources for scaling up robot learning. Yet transferring skills from hum…