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Bart Van Marum

2 accepted papers

2024

Learning Vision-Based Bipedal Locomotion for Challenging Terrain

ICRA 2024poster

Reinforcement learning (RL) for bipedal locomotion has recently demonstrated robust gaits over moderate terrains using only proprioceptive sensing. However, such blind controllers will fail in environments where robots must anticipate and adapt to local terrain, which requires visual perception. In…

Cited by 41SourceScholar
2024

Revisiting Reward Design and Evaluation for Robust Humanoid Standing and Walking

IROS 2024poster

A necessary capability for humanoid robots is the ability to stand and walk while rejecting natural disturbances. Recent progress has been made using sim-to-real reinforcement learning (RL) to train such locomotion controllers, with approaches differing mainly in their reward functions. However, pri…

Cited by 16SourceScholar