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

Publications @ DRS-Control

Discovery of skill switching criteria for learning agile quadruped locomotion

Yu W, Acero F, Atanassov V, Yang C, Havoutis I et al. (2025)

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BibTeX
@misc{discoveryofskil-2025/2,
  title={Discovery of skill switching criteria for learning agile quadruped locomotion},
  author={Yu W, Acero F, Atanassov V, Yang C, Havoutis I et al.},
  year = "2025"
}

Discovery of skill switching criteria for learning agile quadruped locomotion

Yu W, Acero F, Atanassov V, Yang C, Havoutis I et al. (2025)

Altmetric score is
BibTeX
@misc{discoveryofskil-2025/2,
  title={Discovery of skill switching criteria for learning agile quadruped locomotion},
  author={Yu W, Acero F, Atanassov V, Yang C, Havoutis I et al.},
  year = "2025"
}

Momentum-aware trajectory optimisation using full-centroidal dynamics and implicit inverse kinematics

Papatheodorou A, Merkt W, Mitchell AL & Havoutis I (2024), 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 11940-11947

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@inproceedings{momentumawaretr-2024/12,
  title={Momentum-aware trajectory optimisation using full-centroidal dynamics and implicit inverse kinematics},
  author={Papatheodorou A, Merkt W, Mitchell AL & Havoutis I},
  booktitle={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)},
  pages={11940-11947},
  year = "2024"
}

Momentum-aware trajectory optimisation using full-centroidal dynamics and implicit inverse kinematics

Papatheodorou A, Merkt W, Mitchell AL & Havoutis I (2024), 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 11940-11947

Altmetric score is
BibTeX View PDF
@inproceedings{momentumawaretr-2024/12,
  title={Momentum-aware trajectory optimisation using full-centroidal dynamics and implicit inverse kinematics},
  author={Papatheodorou A, Merkt W, Mitchell AL & Havoutis I},
  booktitle={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)},
  pages={11940-11947},
  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

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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

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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 View PDF
@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"
}

Learning generalizable manipulation policy with adapter-based parameter fine-tuning

Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al. (2024), 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 13510-13517

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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={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)},
  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)

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BibTeX View PDF
@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"
}

Learning generalizable manipulation policy with adapter-based parameter fine-tuning

Lu K, Ly KT, Hebberd W, Zhou K, Havoutis I et al. (2024), 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 13510-13517

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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={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)},
  pages={13510-13517},
  year = "2024"
}

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

Ly KT, Lu K & Havoutis I (2024)

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

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

Ly KT, Lu K & Havoutis I (2024)

Altmetric score is
BibTeX View PDF
@misc{inteliplananint-2024/9,
  title={InteLiPlan: An 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

Altmetric score is
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

Altmetric score is
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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BibTeX View PDF
@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)

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