Author

Huxin Gao

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Preprint Aug 2026

Trajectory Divergence Horizon Decision for Reliable Dual-Arm Surgical Subtask Manipulation

Surgical robotic systems are increasingly being adopted as clinical workload rises, motivating autonomous solutions for repetitive manipulation subtasks. Learning-based controllers improve generalization compared with rule-based and analytic approaches, but most are trained for individual tasks and remain difficult to...

Mingwu Su, Guan-Kun Wang, Jinsong Lin et al. · 0 citations

Preprint Aug 2026

EndoWAM: A Grounded World-Action Model for Generalizable Endoscopic Navigation

EndoWAM is presented, which is, to the authors' knowledge, the first WAM for generalizable robotic endoscopic navigation and introduces future grounding, which predicts task-relevant target regions in future observations from intermediate denoising features of a video world model.

Jinsong Lin, Zikang Pan, Wanhao Liu et al. · 1 citation