mlsanityData to 14 Oct 2026

Pedipulate: Enabling Manipulation Skills using a Quadruped Robot's Leg

arXiv 2402.10837 ↗First posted 16 Feb 2024cs.RO cs.AI cs.SYcited by 27

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Abstract (arXiv)

Legged robots have the potential to become vital in maintenance, home support, and exploration scenarios. In order to interact with and manipulate their environments, most legged robots are equipped with a dedicated robot arm, which means additional mass and mechanical complexity compared to standard legged robots. In this work, we explore pedipulation - using the legs of a legged robot for manipulation. By training a reinforcement learning policy that tracks position targets for one foot, we enable a dedicated pedipulation controller that is robust to disturbances, has a large workspace through whole-body behaviors, and can reach far-away targets with gait emergence, enabling loco-pedipulation. By deploying our controller on a quadrupedal robot using teleoperation, we demonstrate various real-world tasks such as door opening, sample collection, and pushing obstacles. We demonstrate load carrying of more than 2.0 kg at the foot. Additionally, the controller is robust to interaction forces at the foot, disturbances at the base, and slippery contact surfaces. Videos of the experiments are available at https://sites.google.com/leggedrobotics.com/pedipulate.

Key facts. Cited by 27 papers in the map (data through 14 Oct 2026). Builds on 19 of its 37 references that are in the map. First posted on arXiv 16 Feb 2024.

Builds on

19 of 37 references.

References · 19

  1. 2017Proximal Policy Optimization Algorithmscited by 15,215
  2. 2021Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learningcited by 998
  3. 2020Learning Quadrupedal Locomotion over Challenging Terraincited by 604
  4. 2021Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learningcited by 512
  5. 2019Learning agile and dynamic motor skills for legged robotscited by 504
  6. 2022Learning robust perceptive locomotion for quadrupedal robots in the wildcited by 382
  7. 2023ANYmal Parkour: Learning Agile Navigation for Quadrupedal Robotscited by 152
  8. 2022Legged Locomotion in Challenging Terrains using Egocentric Visioncited by 151
  9. 2021Articulated Object Interaction in Unknown Scenes with Whole-Body Mobile Manipulationcited by 44
  10. 2019Multi-Agent Manipulation via Locomotion using Hierarchical Sim2Realcited by 42
  11. 2023Legs as Manipulator: Pushing Quadrupedal Agility Beyond Locomotioncited by 39
  12. 2022Hierarchical Reinforcement Learning for Precise Soccer Shooting Skills using a Quadrupedal Robotcited by 38
7 more
  1. 2023Versatile Multi-Contact Planning and Control for Legged Loco-Manipulationcited by 31
  2. 2023Learning Whole-body Manipulation for Quadrupedal Robotcited by 25
  3. 2023Scientific Exploration of Challenging Planetary Analog Environments with a Team of Legged Robotscited by 20
  4. 2020Circus ANYmal: A Quadruped Learning Dexterous Manipulation with Its Limbscited by 16
  5. 2022RoLoMa: Robust Loco-Manipulation for Quadruped Robots with Armscited by 16
  6. 2020Autonomous Obstacle Legipulation with a Hexapod Robotcited by 2
  7. 2022A Novel Design and Evaluation of a Dactylus-Equipped Quadruped Robot for Mobile Manipulationcited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 9; 2025: 14; 2026: 4.

27 papers.

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  1. 2025RSL-RL: A Learning Library for Robotics Researchcited by 49
  2. 2025BEHAVIOR Robot Suite: Streamlining Real-World Whole-Body Manipulation for Everyday Household Activitiescited by 31
  3. 2025The Reality Gap in Robotics: Challenges, Solutions, and Best Practicescited by 24
  4. 2024Learning Visual Quadrupedal Loco-Manipulation from Demonstrationscited by 20
  5. 2024Generative Image as Action Modelscited by 18
  6. 2024RobotKeyframing: Learning Locomotion with High-Level Objectives via Mixture of Dense and Sparse Rewardscited by 18
  7. 2024Learning Multi-Agent Loco-Manipulation for Long-Horizon Quadrupedal Pushingcited by 13
  8. 2024Learning Whole-Body Loco-Manipulation for Omni-Directional Task Space Pose Tracking with a Wheeled-Quadrupedal-Manipulatorcited by 10
  9. 2025Human2LocoMan: Learning Versatile Quadrupedal Manipulation with Human Pretrainingcited by 9
  10. 2024Helpful DoggyBot: Open-World Object Fetching using Legged Robots and Vision-Language Modelscited by 8
  11. 2024Deep Reinforcement Learning for Bipedal Locomotion: A Brief Surveycited by 7
  12. 2024Whole-body End-Effector Pose Trackingcited by 6
15 more
  1. 2025Versatile Loco-Manipulation through Flexible Interlimb Coordinationcited by 5
  2. 2025Bipedalism for Quadrupedal Robots: Versatile Loco-Manipulation through Risk-Adaptive Reinforcement Learningcited by 3
  3. 2025Latent Conditioned Loco-Manipulation Using Motion Priorscited by 3
  4. 2025Transferable Latent-to-Latent Locomotion Policy for Efficient and Versatile Motion Control of Diverse Legged Robotscited by 2
  5. 2024Agile and versatile bipedal robot tracking control through reinforcement learningcited by 1
  6. 2025Periodic Skill Discoverycited by 1
  7. 2026Path Planning and Reinforcement Learning-Driven Control of On-Orbit Free-Flying Multi-Arm Robotscited by 1
  8. 2025CAIMAN: Causal Action Influence Detection for Sample-efficient Loco-manipulationcited by 0
  9. 2025Dynamic Legged Ball Manipulation on Rugged Terrains with Hierarchical Reinforcement Learningcited by 0
  10. 2025Scoop-and-Toss: Dynamic Object Collection for Quadrupedal Systemscited by 0
  11. 2025GeCCo -- a Generalist Contact-Conditioned Policy for Loco-Manipulation Skills on Legged Robotscited by 0
  12. 2025Pretraining in Actor-Critic Reinforcement Learning for Locomotioncited by 0
  13. 2026Whole-Body Mobile Manipulation using Offline Reinforcement Learning on Sub-optimal Controllerscited by 0
  14. 2026Affordance-Based Hierarchical Reinforcement Learning for Quadruped Pedipulationcited by 0
  15. 2026Embodied Multimodal Grounding for Open-Vocabulary Mobile Manipulation via Semantic 3D Gaussian Splattingcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2024Perceptive Pedipulation with Local Obstacle Avoidance
  2. 2024Learning Force Control for Legged Manipulation
  3. 2024Visual Manipulation with Legs
  4. 2025FACET: Force-Adaptive Control via Impedance Reference Tracking for Legged Robots
  5. 2026Safe Whole-Body Loco-Manipulation via Combined Model and Learning-based Control ↗
  6. 2025Learning a Unified Policy for Position and Force Control in Legged Loco-Manipulation
  7. 2026Learning Dynamic Pick-and-Place for a Legged Manipulator
  8. 2023Manipulator as a Tail: Promoting Dynamic Stability for Legged Locomotion