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cs.RO2026
End-to-End Dexterous Grasp Learning from Single-View Point Clouds via a Multi-Object Scene Dataset
Tao Geng, Dapeng Yang, Ziwei Liu +6
Dexterous grasping in multi-object scene constitutes a fundamental challenge in robotic manipulation. Current mainstream grasping datasets predominantly focus on single-object scen…
cs.RO2026
DynamicVLA: A Vision-Language-Action Model for Dynamic Object Manipulation
Haozhe Xie, Beichen Wen, Jiarui Zheng +4
Manipulating dynamic objects remains an open challenge for Vision-Language-Action (VLA) models, which, despite strong generalization in static manipulation, struggle in dynamic sce…