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BumKyu Choi

2 accepted papers

2026

Reinforcement Learning for Robust Athletic Intelligence: Lessons from the 2nd “AI Olympics with RealAIGym” Competition

ICRA 2026poster

In robotics many different approaches ranging from classical planning over optimal control to reinforcement learning (RL) are developed and borrowed from other fields to achieve reliable control in diverse tasks. In order to get a clear understanding of their individual strengths and weaknesses and …

2025

Simplifying Reward Design in Complex Robotics: Average-Reward Maximum Entropy Reinforcement Learning

ICRA 2025

This paper presents a novel approach to addressing the control challenges of underactuated systems, focusing on the swing-up and stabilisation tasks on the double pendulum system. We propose the Average-Reward Entropy Advantage Policy Optimisation (AR-EAPO), a model-free reinforcement learning (RL)

Cited by 2SourceScholar