Learning Agile Bipedal Motions on a Quadrupedal Robot
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Abstract (arXiv)
Can a quadrupedal robot perform bipedal motions like humans? Although developing human-like behaviors is more often studied on costly bipedal robot platforms, we present a solution over a lightweight quadrupedal robot that unlocks the agility of the quadruped in an upright standing pose and is capable of a variety of human-like motions. Our framework is with a hierarchical structure. At the low level is a motion-conditioned control policy that allows the quadrupedal robot to track desired base and front limb movements while balancing on two hind feet. The policy is commanded by a high-level motion generator that gives trajectories of parameterized human-like motions to the robot from multiple modalities of human input. We for the first time demonstrate various bipedal motions on a quadrupedal robot, and showcase interesting human-robot interaction modes including mimicking human videos, following natural language instructions, and physical interaction. The video is available at https://sites.google.com/view/bipedal-motions-quadruped.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 10 Nov 2023.
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Citing papers per year: 2024: 5; 2025: 7; 2026: 3.
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- 2024Reinforcement Learning for Versatile, Dynamic, and Robust Bipedal Locomotion Controlcited by 99
- 2024DiffuseLoco: Real-Time Legged Locomotion Control with Diffusion from Offline Datasetscited by 49
- 2024Leveraging Symmetry in RL-based Legged Locomotion Controlcited by 25
- 2025MoE-Loco: Mixture of Experts for Multitask Locomotioncited by 23
- 2024Dynamics as Prompts: In-Context Learning for Sim-to-Real System Identificationscited by 10
- 2025Embrace Collisions: Humanoid Shadowing for Deployable Contact-Agnostics Motionscited by 7
- 2025First Order Model-Based RL through Decoupled Backpropagationcited by 5
- 2025Bipedalism for Quadrupedal Robots: Versatile Loco-Manipulation through Risk-Adaptive Reinforcement Learningcited by 3
- 2024Neural Internal Model Control: Learning a Robust Control Policy via Predictive Error Feedbackcited by 2
- 2026Cost-Matching Model Predictive Control for Efficient Reinforcement Learning in Humanoid Locomotioncited by 2
- 2025Jump-Start Reinforcement Learning with Self-Evolving Priors for Extreme Monopedal Locomotioncited by 1
- 2025Constrained Reinforcement Learning for Unstable Point-Feet Bipedal Locomotion Applied to the Bolt Robotcited by 1
- 2026SKooP: Symmetric Koopman Predictions for Faster and More Generalizable Legged Robot Locomotion with Reinforcement Learning13 Jul 2026
- 2026Cost-Matching Model Predictive Control for Efficient Reinforcement Learning in Humanoid Locomotion30 Mar 2026
- 2026Cooperative-Competitive Team Play of Real-World Craft Robots24 Feb 2026
- 2025First Order Model-Based RL through Decoupled Backpropagation29 Aug 2025
- 2025Constrained Reinforcement Learning for Unstable Point-Feet Bipedal Locomotion Applied to the Bolt Robot4 Aug 2025
- 2025Bipedalism for Quadrupedal Robots: Versatile Loco-Manipulation through Risk-Adaptive Reinforcement Learning27 Jul 2025
- 2025Jump-Start Reinforcement Learning with Self-Evolving Priors for Extreme Monopedal Locomotion1 Jul 2025
- 2025Scoop-and-Toss: Dynamic Object Collection for Quadrupedal Systems11 Jun 2025
- 2025MoE-Loco: Mixture of Experts for Multitask Locomotion11 Mar 2025
- 2025Embrace Collisions: Humanoid Shadowing for Deployable Contact-Agnostics Motions3 Feb 2025
- 2024Neural Internal Model Control: Learning a Robust Control Policy via Predictive Error Feedback20 Nov 2024
- 2024Dynamics as Prompts: In-Context Learning for Sim-to-Real System Identifications27 Oct 2024
- 2024Reinforcement Learning for Versatile, Dynamic, and Robust Bipedal Locomotion Controlcited by 99
- 2024DiffuseLoco: Real-Time Legged Locomotion Control with Diffusion from Offline Datasetscited by 49
- 2024Leveraging Symmetry in RL-based Legged Locomotion Controlcited by 25
- 2025Embrace Collisions: Humanoid Shadowing for Deployable Contact-Agnostics Motionscited by 7
- 2025First Order Model-Based RL through Decoupled Backpropagationcited by 5
- 2025Bipedalism for Quadrupedal Robots: Versatile Loco-Manipulation through Risk-Adaptive Reinforcement Learningcited by 3
- 2026Cost-Matching Model Predictive Control for Efficient Reinforcement Learning in Humanoid Locomotioncited by 2
- 2025Jump-Start Reinforcement Learning with Self-Evolving Priors for Extreme Monopedal Locomotioncited by 1
- 2025Constrained Reinforcement Learning for Unstable Point-Feet Bipedal Locomotion Applied to the Bolt Robotcited by 1
- 2026Cooperative-Competitive Team Play of Real-World Craft Robotscited by 0
- 2026SKooP: Symmetric Koopman Predictions for Faster and More Generalizable Legged Robot Locomotion with Reinforcement Learningcited by 0
- 2026SKooP: Symmetric Koopman Predictions for Faster and More Generalizable Legged Robot Locomotion with Reinforcement Learning13 Jul 2026
- 2026Cost-Matching Model Predictive Control for Efficient Reinforcement Learning in Humanoid Locomotion30 Mar 2026
- 2026Cooperative-Competitive Team Play of Real-World Craft Robots24 Feb 2026
- 2025First Order Model-Based RL through Decoupled Backpropagation29 Aug 2025
- 2025Constrained Reinforcement Learning for Unstable Point-Feet Bipedal Locomotion Applied to the Bolt Robot4 Aug 2025
- 2025Bipedalism for Quadrupedal Robots: Versatile Loco-Manipulation through Risk-Adaptive Reinforcement Learning27 Jul 2025
- 2025Jump-Start Reinforcement Learning with Self-Evolving Priors for Extreme Monopedal Locomotion1 Jul 2025
- 2025Embrace Collisions: Humanoid Shadowing for Deployable Contact-Agnostics Motions3 Feb 2025
- 2024DiffuseLoco: Real-Time Legged Locomotion Control with Diffusion from Offline Datasets30 Apr 2024
- 2024Leveraging Symmetry in RL-based Legged Locomotion Control26 Mar 2024
- 2024Reinforcement Learning for Versatile, Dynamic, and Robust Bipedal Locomotion Control30 Jan 2024
- 2025MoE-Loco: Mixture of Experts for Multitask Locomotioncited by 23
- 2025MoE-Loco: Mixture of Experts for Multitask Locomotion11 Mar 2025