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Guang-Hui Ma

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Open access Sep 2026

Adaptive Task Planning for Long-Horizon Robotic Manipulation Based on Video Priors and Dynamic Scene Graphs

Robots are now expected to execute increasingly complex long-horizon tasks in unstructured environments. Despite the strong potential of pretrained Vision-Language Models (VLMs) in task planning, their direct application to robotic manipulation is hindered by logical reasoning deviations and inadequate geometric scene...

Guang-Hui Ma, Jia-Hui Guo, Xin-Hua Tang et al. · 0 citations

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