6 papers · 1 filter
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…
Mobile UMI: Cross-View Diffusion Policy with Decoupled Kinematics for Mobile Manipulation
Haoran Huang, Haonan Dong, Huixu Dong
Mobile imitation learning on portable demonstration interfaces faces two coupled bottlenecks: locomotion-contaminated action labels and inference-induced execution latency on a con…
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…
SID: Sliding into Distribution for Robust Few-Demonstration Manipulation
Yicheng Ma, Wei Yu, Zhian Su +2
Generalizing robotic manipulation across object poses, viewpoints, and dynamic disturbances is difficult, especially with only a few demonstrations. End-to-end visuomotor policies…
TacMamba: A Tactile History Compression Adapter Bridging Fast Reflexes and Slow VLA Reasoning
Zhenan Wang, Yanzhe Wang, Meixuan Ren +8
In visually ambiguous manipulation such as detecting button click tactile feedback is often the sole source of ground truth. However, fusing tactile data poses a significant challe…
Bin Packing Optimization via Deep Reinforcement Learning
Baoying Wang, Huixu Dong
The Bin Packing Problem (BPP) has attracted enthusiastic research interest recently, owing to widespread applications in logistics and warehousing environments. It is truly essenti…