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Aayush Jain

3 accepted papers

2024

Barrier Functions Inspired Reward Shaping for Reinforcement Learning

ICRA 2024poster

Reinforcement Learning (RL) has progressed from simple control tasks to complex real-world challenges with large state spaces. While RL excels in these tasks, training time remains a limitation. Reward shaping is a popular solution, but existing methods often rely on value functions, which face scal…

Cited by 7SourcecodeScholar
2024

CoBT: Collaborative Programming of Behaviour Trees from One Demonstration for Robot Manipulation

ICRA 2024poster

Mass customization and shorter manufacturing cycles are becoming more important among small and medium-sized companies. However, classical industrial robots struggle to cope with product variation and dynamic environments. In this paper, we present CoBT, a collaborative programming by demonstration…

Cited by 1SourcecodeScholar