2 papers
cs.RO2024
A context-adaptive policy framework for robust and reactive robotic manipulation via uncertainty-aware imitation learning
Tim R. Winter, Leonard Klüpfel, Ashok M. Sundaram +4
Generating robust and reactive manipulation strategies that can adapt to changing context information is a challenging task in robotics. Over the years, Learning from Demonstration…
cs.RO2024
CageCoOpt: Enhancing Manipulation Robustness through Caging-Guided Morphology and Policy Co-Optimization
Yifei Dong, Shaohang Han, Xianyi Cheng +5
Uncertainties in contact dynamics and object geometry remain significant barriers to robust robotic manipulation. Caging mitigates these uncertainties by constraining an object's m…