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#artificial intelligence Preprint Sep 2026

From Pixel to Poses: Object-centric Tool Manipulation Learning from Human Demonstrations

Scaling up robotic manipulation is primarily bottlenecked by the scarcity of real-world robot data. While recent approaches leverage human video demonstrations to mitigate this shortage, they remain computationally expensive and still rely on paired human-robot data for domain alignment. Although current state-of-the-a...

Bang-Jun Wang, Long-Yan Wu, Yu-Kun Wei et al. · 0 citations
Preprint Aug 2026

SpatioLM: Towards General Physical Spatial Intelligence in Vision-Language Models

Vision-Language Models (VLMs) perform well on commonsense reasoning tasks but struggle with visual spatial reasoning. Most existing solutions introduce extra 3D prior inputs or external spatial encoders, which increase complexity and degrade the underlying VLMs'general-purpose capabilities after spatial fine-tuning. To...

Jing Wu, Jianhua Wu, Jiayi Guan et al. · 0 citations

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