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[2026-06-04] ingest | LEGS/3DGS 人形 VLA loco-manip(微信专题 + arXiv:2606.01458)#509

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ImChong merged 2 commits into
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cursor/ingest-legs-vla-3dgs-69c7
Jun 4, 2026
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[2026-06-04] ingest | LEGS/3DGS 人形 VLA loco-manip(微信专题 + arXiv:2606.01458)#509
ImChong merged 2 commits into
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cursor/ingest-legs-vla-3dgs-69c7

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@ImChong ImChong commented Jun 4, 2026

摘要

  • 安装 Agent-Reach v1.4.0(editable;修复 upstream hatchling force-include 重复文件)与 wechat 渠道(Camoufox),抓取微信公众号文章 https://mp.weixin.qq.com/s/B1sYOPKg6TQwnNGs-_8NDw(具身智能研究室 · 斯坦福 LEGS 专题)。
  • 原始资料: sources/blogs/wechat_embodied_ai_lab_legs_vla_3dgs_loco_manip.mdsources/papers/legs_arxiv_2606_01458.mdsources/sites/legsvla-github-io.mdsources/raw/wechat_legs_vla_3dgs_2026-06-04.md
  • 沉淀 wiki: wiki/entities/paper-legs-embodied-gaussian-splatting-vla.md(含 Mermaid 管线总览、与 teleop / SAM3D / VIRAL 对比表)。
  • 交叉更新: loco-manipulation(新增路线 9)、vlasonic-motion-trackinggs-playground 等。

知识要点(编译)

LEGS(arXiv:2606.01458)用 3DGS 背景 + SAM3D mesh 前景 + MuJoCo/Sonic 合成无遥操作 loco-manip 演示;motion 与 appearance 解耦后可 GPU 重渲染 增广。在 Unitree G1 上微调 ψ0 / π0.5 / GR00T N1.6,纯 LEGS 数据 匹配或超过 50-demo teleop;长时程 Task 3 上 teleop 可 0/10 而 LEGS(200) 仍有个位数成功。

验证

  • make ci-preflight 通过(lint 全绿,export 12/12)
  • 静态站详情页 entity-paper-legs-embodied-gaussian-splatting-vla 渲染正常

验证截图

LEGS 论文实体详情页

Open in Web Open in Cursor 

cursoragent and others added 2 commits June 4, 2026 05:30
…dgs_loco_manip.md — Agent Reach 抓取 LEGS/3DGS 人形 VLA loco-manip 专题并沉淀论文实体

Co-authored-by: Chong Liu <chongliu2021@163.com>
Co-authored-by: Chong Liu <chongliu2021@163.com>
@ImChong ImChong merged commit 5ab4195 into main Jun 4, 2026
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@ImChong ImChong deleted the cursor/ingest-legs-vla-3dgs-69c7 branch June 4, 2026 05:53
cursor Bot pushed a commit that referenced this pull request Jun 4, 2026
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2 participants