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cs.RO2026

DAM-VLA: A Dynamic Action Model-Based Vision-Language-Action Framework for Robot Manipulation

Xiongfeng Peng, Jiaqian Yu, Dingzhe Li +8

In dynamic environments such as warehouses, hospitals, and homes, robots must seamlessly transition between gross motion and precise manipulations to complete complex tasks. Howeve…

cs.RO2026

A Dataset and Benchmark for Robotic Cloth Unfolding Grasp Selection: The ICRA 2024 Cloth Competition

Victor-Louis De Gusseme, Thomas Lips, Remko Proesmans +59

Robotic cloth manipulation suffers from a lack of standardized benchmarks and shared datasets for evaluating and comparing different approaches. To address this, we created a bench…

cs.RO2025

What Foundation Models can Bring for Robot Learning in Manipulation : A Survey

Dingzhe Li, Yixiang Jin, Yuhao Sun +11

The realization of universal robots is an ultimate goal of researchers. However, a key hurdle in achieving this goal lies in the robots' ability to manipulate objects in their unst…

cs.RO2025

ASGrasp: Generalizable Transparent Object Reconstruction and 6-DoF Grasp Detection from RGB-D Active Stereo Camera

Jun Shi, Yong A, Yixiang Jin +4

In this paper, we tackle the problem of grasping transparent and specular objects. This issue holds importance, yet it remains unsolved within the field of robotics due to failure…

cs.RO2025

EHC-MM: Embodied Holistic Control for Mobile Manipulation

Jiawen Wang, Yixiang Jin, Jun Shi +5

Mobile manipulation typically entails the base for mobility, the arm for accurate manipulation, and the camera for perception. The principle of Distant Mobility, Close Grasping(DMC…

cs.RO2025

TLA: Tactile-Language-Action Model for Contact-Rich Manipulation

Peng Hao, Chaofan Zhang, Dingzhe Li +4

Significant progress has been made in vision-language models. However, language-conditioned robotic manipulation for contact-rich tasks remains underexplored, particularly in terms…