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Preprint Sep 2026

Humanoid Badminton: Learning Dynamic Racket Skills from Limited Human Motion Data

High-speed racket sports provide a demanding testbed for humanoid robots, requiring time-critical decisions, precise striking, and dynamic whole-body coordination. In badminton, fast-changing shuttle trajectories require timely contact decisions, while successful returns demand precise racket pose and velocity within a...

Jing-Zhi Cui, Zhe-Xiong Wang, Bang-Jie Xu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Weave: Learning Whole-Body Dexterous Loco-Manipulation from Human-Object Interactions

Learning humanoid-object interaction requires coordinating whole-body balance, locomotion, and dexterous hand contact to control both robot and object motion. Human demonstrations provide examples of coordinated interaction, but transferring these behaviors to humanoid robots requires learning how to establish and main...

Liu Cao, Xing-Ze Wu, Jing-Zhi Cui et al. · 0 citations
Preprint Aug 2026

Operational digital twin clinics enable task-based evaluation of embodied AI

Embodied artificial intelligence (AI) must be tested in the clinical environments where it will operate, but building realistic, robot-testable settings is costly and difficult to scale. Here we show that routine clinic images can be transformed into operational digital twins for task-based evaluation of embodied AI. U...

Xinyuan Wu, Jingrao Zhang, Meng-Di Xu et al. · 0 citations
Preprint Sep 2026

R2S-Eval: Robot Evaluation with Real-to-Sim Calibration via Vision-Language Models

Evaluating robot manipulation policies is becoming increasingly important as generalist models, particularly vision-language-action (VLA) models, are deployed on physical robots. However, conventional real-world evaluation remains labor-intensive, unstable, and insufficiently informative. It requires repeated hardware...

Yi-Di Wang, Fei-Xiang Ruan, Ruo-Qu Chen et al. · 1 citation
Review Open access Jul 2026

Toward Autonomous Clinics: Human–Robot Collaboration in Clinical Care

Robotic systems are entering clinical care, but full autonomy remains constrained by patient variability, safety requirements, dynamic clinical environments, and the need for professional oversight. Human–robot collaboration (HRC) offers a more realistic path: clinicians retain judgment and responsibility, while robots...

Xinyuan Wu, Jingrao Zhang, Mengdi Xu et al. · 0 citations

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