mlsanityData to 7 Oct 2026

Design and Control of a Bipedal Robotic Character

arXiv 2501.05204 ↗First posted 9 Jan 2025cs.RO cs.LGcited by 12

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Abstract (arXiv)

Legged robots have achieved impressive feats in dynamic locomotion in challenging unstructured terrain. However, in entertainment applications, the design and control of these robots face additional challenges in appealing to human audiences. This work aims to unify expressive, artist-directed motions and robust dynamic mobility for legged robots. To this end, we introduce a new bipedal robot, designed with a focus on character-driven mechanical features. We present a reinforcement learning-based control architecture to robustly execute artistic motions conditioned on command signals. During runtime, these command signals are generated by an animation engine which composes and blends between multiple animation sources. Finally, an intuitive operator interface enables real-time show performances with the robot. The complete system results in a believable robotic character, and paves the way for enhanced human-robot engagement in various contexts, in entertainment robotics and beyond.

Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 15 of its 55 references that are in the map. First posted on arXiv 9 Jan 2025.

Builds on

15 of 55 references.

References · 15

  1. 2017Proximal Policy Optimization Algorithmscited by 14,441
  2. 2021Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learningcited by 882
  3. 2019Learning agile and dynamic motor skills for legged robotscited by 402
  4. 2021Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learningcited by 395
  5. 2022Learning robust perceptive locomotion for quadrupedal robots in the wildcited by 299
  6. 2018Sim-to-Real: Learning Agile Locomotion For Quadruped Robotscited by 277
  7. 2020Learning Agile Robotic Locomotion Skills by Imitating Animalscited by 229
  8. 2021Reinforcement Learning for Robust Parameterized Locomotion Control of Bipedal Robotscited by 95
  9. 2021Blind Bipedal Stair Traversal via Sim-to-Real Reinforcement Learningcited by 73
  10. 2020Sim-to-Real Learning of All Common Bipedal Gaits via Periodic Reward Compositioncited by 71
  11. 2022Adversarial Motion Priors Make Good Substitutes for Complex Reward Functionscited by 68
  12. 2022Optimization-Based Control for Dynamic Legged Robotscited by 21
3 more
  1. 2019Contact-Aided Invariant Extended Kalman Filtering for Robot State Estimationcited by 16
  2. 2023RL + Model-based Control: Using On-demand Optimal Control to Learn Versatile Legged Locomotioncited by 14
  3. 2020Animated Cassie: A Dynamic Relatable Robotic Charactercited by 12

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 8; 2026: 4.

12 papers.