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A. K. M. Nadimul Haque

2 accepted papers

2026

Towards Robot Skill Learning and Adaptation With Gaussian Processes

RA-L 2026

General robot skill adaptation requires expressive representations robust to varying task configurations. While recent learning-based skill adaptation methods refined via Reinforcement learning (RL) have shown success, existing skill models often lack sufficient representational capacity for anythin

Cited by 0SourceScholar
2024

Constrained Bootstrapped Learning for Few-Shot Robot Skill Adaptation

IROS 2024poster

In this paper, we propose a robot skill-learning method that facilitates fast adaption to new tasks online. Our method is based on a hybrid learning from demonstration and reinforcement learning approach, which seeds learning with a compact and structured skill model, leading to efficient and stable…

Cited by 0SourceScholar