الباحثون

Diwen Liu

المنشورات 2

نسخة أولية وصول مفتوح

Learning Social Navigation from Internet Videos in the Policy State Space

Jiaming Wang, Duc Thang Nguyen, Jizhuo Chen وآخرون · 2026

Training robust social-navigation policies requires simulators with diverse scene layouts, terrain, and human motion, but constructing such environments and specifying pedestrian behavior is costly. We propose an efficient pipeline that converts ordinary monocular walking videos directly into closed-loop social-navigat …

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How to Better Train VLAs: Lessons Learned From the REAL-I Challenge at ICRA 2026

Jiaming Wang, Jizhuo Chen, Diwen Liu وآخرون · 2026

How can robot policies learn more effectively from a fixed demonstration budget? The first Real-world Embodied AI Learning (REAL-I) Challenge at ICRA 2026 examined this question through simulation, real-robot evaluation, and an on-site final on a shared dual-arm humanoid platform. We describe the challenge tasks, data …

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