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cs.RO2026
Towards Reliable Sequential Object Picking in Clutter: The Runner-up Solution to RGMC 2025
Wei Yu, Xidan Zhang, Ziyi Zheng +2
As a long-standing challenge in robotic manipulation, stable and efficient grasping in cluttered environments is of great importance in industrial settings. While recent studies ha…
cs.RO2026
AffordVLA: Injecting Affordance Representations into Vision-Language-Action Models via Implicit Feature Alignment
Weijie Kong, Zhian Su, Wei Yu +1
Recent advances in Vision-Language-Action (VLA) models have shown strong potential for general-purpose robotic manipulation. However, the visual representations of most VLA models…
cs.RO2026
IG-RFT: An Interaction-Guided RL Framework for VLA Models in Long-Horizon Robotic Manipulation
Zhian Su, Weijie Kong, Haonan Dong +1
Vision-Language-Action (VLA) models have demonstrated significant potential for generalist robotic policies; however, they struggle to generalize to long-horizon complex tasks in n…