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      <managingEditor>fjvbn2003@gmail.com (Youngju Kim)</managingEditor>
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    <title>Robots That Learn from Human Video — The Dream of Web-Scale Data</title>
    <link>https://www.youngju.dev/blog/ai-papers/2026-06-29-robot-learning-from-human-video.en</link>
    <description>Can a robot learn from videos of people handling objects. We cover affordances and trajectories, the domain gap, representation learning and pre-training, one-shot imitation, web-video scale-up, and combining with robot data, honestly noting examples and limits.</description>
    <pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate>
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    <guid>https://www.youngju.dev/blog/ai-papers/2026-06-29-robot-learning-from-human-video.ja</guid>
    <title>人の映像から学ぶロボット — ウェブスケールデータの夢</title>
    <link>https://www.youngju.dev/blog/ai-papers/2026-06-29-robot-learning-from-human-video.ja</link>
    <description>人が物を扱う映像からロボットは学べるのか。アフォーダンスと軌道、ドメインギャップ、表現学習と事前学習、ワンショット模倣、ウェブ動画のスケールアップ、そしてロボットデータとの結合まで、事例と限界を押さえます。</description>
    <pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate>
    <author>fjvbn2003@gmail.com (Youngju Kim)</author>
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    <title>사람 영상에서 배우는 로봇 — 웹 스케일 데이터의 꿈</title>
    <link>https://www.youngju.dev/blog/ai-papers/2026-06-29-robot-learning-from-human-video</link>
    <description>사람이 물건을 다루는 영상에서 로봇이 배울 수 있을까요. 어포던스와 궤적, 도메인 갭, 표현학습과 사전학습, 원샷 모방, 웹 비디오 스케일업, 그리고 로봇 데이터와의 결합까지 사례와 한계를 짚습니다.</description>
    <pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate>
    <author>fjvbn2003@gmail.com (Youngju Kim)</author>
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