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20242026
most citedImitating and Finetuning Model Predictive Control for Robust and Symmetric Quadrupedal Locomotion

21 citations · 21 across the 2 of their papers we have counts for

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cs.RO202621 cited

Imitating and Finetuning Model Predictive Control for Robust and Symmetric Quadrupedal Locomotion

Donghoon Youm, Hyunyoung Jung, Hyeongjun Kim +3

Control of legged robots is a challenging problem that has been investigated by different approaches, such as model-based control and learning algorithms. This work proposes a nove…

cs.RO2026

Learning Dynamic Pick-and-Place for a Legged Manipulator

Moonkyu Jung, Jiseong Lee, Zhengmao He +8

Legged manipulators extend robotic capabilities beyond static manipulation by integrating agile locomotion with versatile arm control. However, achieving precise manipulation while…

cs.RO2025

High-speed control and navigation for quadrupedal robots on complex and discrete terrain

Hyeongjun Kim, Hyunsik Oh, Jeongsoo Park +5

High-speed legged navigation in discrete and geometrically complex environments is a challenging task because of the high-degree-of-freedom dynamics and long-horizon, nonconvex nat…

cs.RO2024

Learning Semantic Traversability with Egocentric Video and Automated Annotation Strategy

Yunho Kim, Jeong Hyun Lee, Choongin Lee +4

For reliable autonomous robot navigation in urban settings, the robot must have the ability to identify semantically traversable terrains in the image based on the semantic underst…

cs.RO2024

Not Only Rewards But Also Constraints: Applications on Legged Robot Locomotion

Yunho Kim, Hyunsik Oh, Jeonghyun Lee +5

Several earlier studies have shown impressive control performance in complex robotic systems by designing the controller using a neural network and training it with model-free rein…