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Publications from the Dynamic Robot Systems Group at the Oxford Robotics Institute

Publications @ DRS-Control

Curriculum-based reinforcement learning for quadrupedal jumping: a reference-free design

Atanassov V, Ding J, Kober J, Havoutis I & Santina CD (2024), IEEE Robotics and Automation Magazine, 2-15

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@article{curriculumbased-2024/11,
  title={Curriculum-based reinforcement learning for quadrupedal jumping: a reference-free design},
  author={Atanassov V, Ding J, Kober J, Havoutis I & Santina CD},
  journal={IEEE Robotics and Automation Magazine},
  pages={2-15},
  publisher={IEEE},
  year = "2024"
}

Offline Adaptation of Quadruped Locomotion using Diffusion Models

O'Mahoney R, Mitchell AL, Yu W, Posner I & Havoutis I (2024)

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BibTeX
@misc{offlineadaptati-2024/11,
  title={Offline Adaptation of Quadruped Locomotion using Diffusion Models},
  author={O'Mahoney R, Mitchell AL, Yu W, Posner I & Havoutis I},
  year = "2024"
}

Curriculum-based reinforcement learning for quadrupedal jumping: a reference-free design

Atanassov V, Ding J, Kober J, Havoutis I & Santina CD (2024), IEEE Robotics and Automation Magazine, 2-15

Altmetric score is
BibTeX View PDF
@article{curriculumbased-2024/11,
  title={Curriculum-based reinforcement learning for quadrupedal jumping: a reference-free design},
  author={Atanassov V, Ding J, Kober J, Havoutis I & Santina CD},
  journal={IEEE Robotics and Automation Magazine},
  pages={2-15},
  publisher={IEEE},
  year = "2024"
}

Offline Adaptation of Quadruped Locomotion using Diffusion Models

O'Mahoney R, Mitchell AL, Yu W, Posner I & Havoutis I (2024)

Altmetric score is
BibTeX
@misc{offlineadaptati-2024/11,
  title={Offline Adaptation of Quadruped Locomotion using Diffusion Models},
  author={O'Mahoney R, Mitchell AL, Yu W, Posner I & Havoutis I},
  year = "2024"
}

Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning

Atanassov V, Yu W, Mitchell AL, Finean MN & Havoutis I (2024)

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BibTeX
@misc{constrainedskil-2024/10,
  title={Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning},
  author={Atanassov V, Yu W, Mitchell AL, Finean MN & Havoutis I},
  year = "2024"
}

Momentum-Aware Trajectory Optimisation using Full-Centroidal Dynamics and Implicit Inverse Kinematics

Papatheodorou A, Merkt W, Mitchell AL & Havoutis I (2024), 00, 11940-11947

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@inproceedings{momentumawaretr-2024/10,
  title={Momentum-Aware Trajectory Optimisation using Full-Centroidal Dynamics and Implicit Inverse Kinematics},
  author={Papatheodorou A, Merkt W, Mitchell AL & Havoutis I},
  booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={11940-11947},
  year = "2024"
}

Learning Generalizable Manipulation Policy with Adapter-Based Parameter Fine-Tuning

Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al. (2024), 00, 13510-13517

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@inproceedings{learninggeneral-2024/10,
  title={Learning Generalizable Manipulation Policy with Adapter-Based Parameter Fine-Tuning},
  author={Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al.},
  booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={13510-13517},
  year = "2024"
}

Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning

Atanassov V, Yu W, Mitchell AL, Finean MN & Havoutis I (2024)

Altmetric score is
BibTeX
@misc{constrainedskil-2024/10,
  title={Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning},
  author={Atanassov V, Yu W, Mitchell AL, Finean MN & Havoutis I},
  year = "2024"
}

Momentum-Aware Trajectory Optimisation using Full-Centroidal Dynamics and Implicit Inverse Kinematics

Papatheodorou A, Merkt W, Mitchell AL & Havoutis I (2024), 00, 11940-11947

Altmetric score is
BibTeX View PDF
@inproceedings{momentumawaretr-2024/10,
  title={Momentum-Aware Trajectory Optimisation using Full-Centroidal Dynamics and Implicit Inverse Kinematics},
  author={Papatheodorou A, Merkt W, Mitchell AL & Havoutis I},
  booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={11940-11947},
  year = "2024"
}

Learning Generalizable Manipulation Policy with Adapter-Based Parameter Fine-Tuning

Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al. (2024), 00, 13510-13517

Altmetric score is
BibTeX View PDF
@inproceedings{learninggeneral-2024/10,
  title={Learning Generalizable Manipulation Policy with Adapter-Based Parameter Fine-Tuning},
  author={Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al.},
  booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={13510-13517},
  year = "2024"
}

InteLiPlan: Interactive Lightweight LLM-Based Planner for Domestic Robot Autonomy

Ly KT, Lu K & Havoutis I (2024)

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BibTeX
@misc{inteliplaninter-2024/9,
  title={InteLiPlan: Interactive Lightweight LLM-Based Planner for Domestic Robot Autonomy},
  author={Ly KT, Lu K & Havoutis I},
  year = "2024"
}

InteLiPlan: Interactive Lightweight LLM-Based Planner for Domestic Robot Autonomy

Ly KT, Lu K & Havoutis I (2024)

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BibTeX
@misc{inteliplaninter-2024/9,
  title={InteLiPlan: Interactive Lightweight LLM-Based Planner for Domestic Robot Autonomy},
  author={Ly KT, Lu K & Havoutis I},
  year = "2024"
}

R-LGP: a reachability-guided logic-geometric programming framework for optimal task and motion planning on mobile manipulators

Ly KT, Semenov V, Risiglione M, Merkt W & Havoutis I (2024), 2024 IEEE International Conference on Robotics and Automation (ICRA), 14917-14923

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@inproceedings{rlgpareachabili-2024/8,
  title={R-LGP: a reachability-guided logic-geometric programming framework for optimal task and motion planning on mobile manipulators},
  author={Ly KT, Semenov V, Risiglione M, Merkt W & Havoutis I},
  booktitle={2024 IEEE International Conference on Robotics and Automation (ICRA 2024)},
  pages={14917-14923},
  year = "2024"
}

R-LGP: a reachability-guided logic-geometric programming framework for optimal task and motion planning on mobile manipulators

Ly KT, Semenov V, Risiglione M, Merkt W & Havoutis I (2024), 2024 IEEE International Conference on Robotics and Automation (ICRA), 14917-14923

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BibTeX View PDF
@inproceedings{rlgpareachabili-2024/8,
  title={R-LGP: a reachability-guided logic-geometric programming framework for optimal task and motion planning on mobile manipulators},
  author={Ly KT, Semenov V, Risiglione M, Merkt W & Havoutis I},
  booktitle={2024 IEEE International Conference on Robotics and Automation (ICRA 2024)},
  pages={14917-14923},
  year = "2024"
}

Learning and deploying robust locomotion policies with minimal dynamics randomization

Campanaro L, Gangapurwala S, Merkt W & Havoutis I (2024), Proceedings of the 6th Annual Learning for Dynamics and Control Conference, 578-590

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BibTeX
@inproceedings{learninganddepl-2024/7,
  title={Learning and deploying robust locomotion policies with minimal dynamics randomization},
  author={Campanaro L, Gangapurwala S, Merkt W & Havoutis I},
  booktitle={6th Annual Learning for Dynamics and Control Conference (L4DC 2024)},
  pages={578-590},
  year = "2024"
}

Learning and deploying robust locomotion policies with minimal dynamics randomization

Campanaro L, Gangapurwala S, Merkt W & Havoutis I (2024), Proceedings of the 6th Annual Learning for Dynamics and Control Conference, 578-590

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BibTeX
@inproceedings{learninganddepl-2024/7,
  title={Learning and deploying robust locomotion policies with minimal dynamics randomization},
  author={Campanaro L, Gangapurwala S, Merkt W & Havoutis I},
  booktitle={6th Annual Learning for Dynamics and Control Conference (L4DC 2024)},
  pages={578-590},
  year = "2024"
}

Adaptive Manipulation using Behavior Trees

Cloete J, Merkt W & Havoutis I (2024)

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@misc{adaptivemanipul-2024/6,
  title={Adaptive Manipulation using Behavior Trees},
  author={Cloete J, Merkt W & Havoutis I},
  year = "2024"
}

Adaptive Manipulation using Behavior Trees

Cloete J, Merkt W & Havoutis I (2024)

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BibTeX View PDF
@misc{adaptivemanipul-2024/6,
  title={Adaptive Manipulation using Behavior Trees},
  author={Cloete J, Merkt W & Havoutis I},
  year = "2024"
}

Oscillating latent dynamics in robot systems during walking and reaching

Parker Jones O, Mitchell A, Yamada J, Merkt W, Geisert M et al. (2024), Scientific Reports, 14(1)

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@article{oscillatinglate-2024/5,
  title={Oscillating latent dynamics in robot systems during walking and reaching},
  author={Parker Jones O, Mitchell A, Yamada J, Merkt W, Geisert M et al.},
  journal={Scientific Reports},
  volume={14},
  number={11434},
  publisher={Springer Nature},
  year = "2024"
}

Gaitor: Learning a Unified Representation Across Gaits for Real-World Quadruped Locomotion

Mitchell AL, Merkt W, Papatheodorou A, Havoutis I & Posner I (2024)

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BibTeX View PDF
@misc{gaitorlearninga-2024/5,
  title={Gaitor: Learning a Unified Representation Across Gaits for Real-World Quadruped Locomotion},
  author={Mitchell AL, Merkt W, Papatheodorou A, Havoutis I & Posner I},
  year = "2024"
}