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Zheng-Cheng Shen

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#machine learning Preprint Sep 2026

Learning Social Navigation from Internet Videos in the Policy State Space

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...

Jia-Ming Wang, Duc Thang Nguyen, Ji-Zhuo Chen et al. · 0 citations
Preprint Aug 2026

D3D-GEN: Robot-Aware Domain-Grounded Interactive 3D World Generation for Social Robotics

D3D-GEN, a novel world generation system that combines a domain agent with a retrieval-augmented generation (RAG) pipeline grounded in that domain, is proposed and presented with a local web frontend that facilitates rapid, interactive world generation for robot simulation.

A. Do, V. Shcherbyna, Tai Duc Nguyen et al. · 0 citations

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