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#graph neural networks Preprint Sep 2026

PccDiffuser: Multi-solution Motion Planning for Continuum Robots

The PccDiffuser is presented, a conditional diffusion framework for continuum robots that learns a multimodal distribution over complete configuration-space paths and samples multiple candidate solutions in parallel, which are subsequently converted into an executable trajectory by time allocation considering actuator constraints.

Ke Qiu, Si-Fan Chen, Si Wang et al. · 0 citations

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