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Yu Ren

6 accepted papers

2026

GAPG: Geometry Aware Push-Grasping Synergy for Goal-Oriented Manipulation in Clutter

ICRA 2026poster

Grasping target objects is a fundamental skill for robotic manipulation, but in cluttered environments with stacked or occluded objects, a single-step grasp is often insufficient. To address this, previous work has introduced pushing as an auxiliary action to create graspable space. However, these m…

2025

Learning Generalizable 3D Manipulation With 10 Demonstrations

IROS 2025

Learning robust and generalizable manipulation skills from few demonstrations remains a key challenge in robotics, with broad applications in industrial automation and service robotics. Although recent imitation learning methods have achieved impressive results, they often require a large amount of

Cited by 2SourcecodeScholar
2023

Autonomous Manipulation Learning for Similar Deformable Objects via Only One Demonstration

CVPR 2023poster

In comparison with most methods focusing on 3D rigid object recognition and manipulation, deformable objects are more common in our real life but attract less attention. Generally, most existing methods for deformable object manipulation suffer two issues, 1) Massive demonstration: repeating thousan…

Cited by 6SourcePDFScholar