Showing 50 publications by Ioannis Havoutis, Ioannis Havoutis
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
Offline Adaptation of Quadruped Locomotion using Diffusion Models
O'Mahoney R, Mitchell AL, Yu W, Posner I & Havoutis I (2024)
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)
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"
}
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
BibTeX
@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
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"
}
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)
Gaitor: Learning a Unified Representation Across Gaits for Real-World Quadruped Locomotion
Mitchell AL, Merkt W, Papatheodorou A, Havoutis I & Posner I (2024)
Curriculum-Based Reinforcement Learning for Quadrupedal Jumping: A Reference-free Design
Atanassov V, Ding J, Kober J, Havoutis I & Della Santina C (2024)
RoLoMa: robust loco-manipulation for quadruped robots with arms
Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S (2023), Autonomous Robots, 47(8), 1463-1481
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 (2023)
Momentum-Aware Trajectory Optimisation using Full-Centroidal Dynamics and Implicit Inverse Kinematics
Papatheodorou A, Merkt W, Mitchell AL & Havoutis I (2023)
Asymptotically optimized multi-surface coverage path planning for loco-manipulation in inspection and monitoring
Ly K, Munks M, Merkt W & Havoutis I (2023), IEEE International Conference on Automation Science and Engineering (CASE), 2023-August, 1-7
BibTeX
@inproceedings{asymptoticallyo-2023/9,
title={Asymptotically optimized multi-surface coverage path planning for loco-manipulation in inspection and monitoring},
author={Ly K, Munks M, Merkt W & Havoutis I},
booktitle={2023 IEEE 19th International Conference on Automation Science and Engineering (CASE)},
pages={1-7},
year = "2023"
}
VAE-Loco: versatile quadruped locomotion by learning a disentangled gait representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE Transactions on Robotics, 39(5), 3805-3820
BibTeX
@article{vaelocoversatil-2023/7,
title={VAE-Loco: versatile quadruped locomotion by learning a disentangled gait representation},
author={Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al.},
journal={IEEE Transactions on Robotics},
volume={39},
pages={3805-3820},
publisher={IEEE},
year = "2023"
}
Leveraging scene embeddings for gradient-based motion planning in latent space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), 2023 IEEE International Conference on Robotics and Automation (ICRA), 5674-5680
BibTeX
@inproceedings{leveragingscene-2023/7,
title={Leveraging scene embeddings for gradient-based motion planning in latent space},
author={Yamada J, Hung CM, Collins J, Havoutis I & Posner I},
booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
pages={5674-5680},
year = "2023"
}
Learning low-frequency motion control for robust and dynamic robot locomotion
Gangapurwala S, Campanaro L & Havoutis I (2023), 2023 IEEE International Conference on Robotics and Automation (ICRA), 5085-5091
BibTeX
@inproceedings{learninglowfreq-2023/7,
title={Learning low-frequency motion control for robust and dynamic robot locomotion},
author={Gangapurwala S, Campanaro L & Havoutis I},
booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
pages={5085-5091},
year = "2023"
}
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023), Proceedings of The 5th Annual Learning for Dynamics and Control Conference, 718-730
BibTeX
@inproceedings{rolldropaccount-2023/6,
title={Roll-Drop: accounting for observation noise with a single parameter},
author={Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I},
booktitle={5th Annual Learning for Dynamics and Control Conference (L4DC 2023)},
pages={718-730},
year = "2023"
}
Motion planning in dynamic environments using context-aware human trajectory prediction
Finean MN, Petrović L, Merkt W, Marković I & Havoutis I (2023), Robotics and Autonomous Systems, 104450-104450
BibTeX
@article{motionplanningi-2023/5,
title={Motion planning in dynamic environments using context-aware human trajectory prediction},
author={Finean MN, Petrović L, Merkt W, Marković I & Havoutis I},
journal={Robotics and Autonomous Systems},
number={104450},
pages={104450-104450},
publisher={Elsevier BV},
year = "2023"
}
Motion planning in dynamic environments using context-aware human trajectory prediction
Finean MN, Petrovi?? L, Merkt W, Markovi?? I & Havoutis I (2023), Robotics and Autonomous Systems, 104450-104450
BibTeX
@article{motionplanningi-2023/5,
title={Motion planning in dynamic environments using context-aware human trajectory prediction},
author={Finean MN, Petrovi?? L, Merkt W, Markovi?? I & Havoutis I},
journal={Robotics and Autonomous Systems},
number={104450},
pages={104450-104450},
publisher={Elsevier BV},
year = "2023"
}
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023)
Perceptive Locomotion through Whole-Body MPC and Optimal Region Selection
Corb??res T, Mastalli C, Merkt W, Havoutis I, Fallon M et al. (2023)
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023)
You only look at one: category-level object representations for pose estimation from a single example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of The 6th Conference on Robot Learning, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/3,
title={You only look at one: category-level object representations for pose estimation from a single example},
author={Goodwin W, Havoutis I & Posner I},
booktitle={6th Conference on Robot Learning (CoRL 2022)},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung C-M, Collins J, Havoutis I & Posner I (2023)
BiConMP: a nonlinear model predictive control framework for whole body motion planning
Meduri A, Shah P, Viereck J, Khadiv M, Havoutis I et al. (2023), IEEE Transactions on Robotics, 1-18
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of Machine Learning Research, 205, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/1,
title={You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example},
author={Goodwin W, Havoutis I & Posner I},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5674-5680
Learning Low-Frequency Motion Control for Robust and Dynamic Robot Locomotion
Gangapurwala S, Campanaro L & Havoutis I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5085-5091
BiConMP: a nonlinear model predictive control framework for whole body motion planning
Meduri A, Shah P, Viereck J, Khadiv M, Havoutis I et al. (2023), IEEE Transactions on Robotics, 1-18
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of Machine Learning Research, 205, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/1,
title={You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example},
author={Goodwin W, Havoutis I & Posner I},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5674-5680
Learning Low-Frequency Motion Control for Robust and Dynamic Robot Locomotion
Gangapurwala S, Campanaro L & Havoutis I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5085-5091
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023), Proceedings of Machine Learning Research, 211, 718-730
BibTeX
@inproceedings{rolldropaccount-2023/1,
title={Roll-Drop: accounting for observation noise with a single parameter},
author={Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I},
pages={718-730},
year = "2023"
}
Asymptotically Optimized Multi-Surface Coverage Path Planning for Loco-Manipulation in Inspection and Monitoring
Ly KT, Munks M, Merkt W & Havoutis I (2023), IEEE International Conference on Automation Science and Engineering, 2023-August
RoLoMa: robust loco-manipulation for quadruped robots with arms
Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S (2023), Autonomous Robots
From Primates to Robots: Emerging Oscillatory Latent-Space Dynamics for Sensorimotor Control
Mitchell A, Parker Jones O, Yamada J, Merkt W, Havoutis I et al. (2023)
BibTeX
@inproceedings{fromprimatestor-2023/1,
title={From Primates to Robots: Emerging Oscillatory Latent-Space Dynamics for Sensorimotor Control},
author={Mitchell A, Parker Jones O, Yamada J, Merkt W, Havoutis I et al.},
booktitle={2023 Conference on Cognitive Computational Neuroscience},
year = "2023"
}
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE Transactions on Robotics, 1-16
BibTeX
@article{vaelocoversatil-2023/,
title={VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation},
author={Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al.},
journal={IEEE Transactions on Robotics},
pages={1-16},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2023"
}
Motion planning in dynamic environments using context-aware human trajectory prediction
Finean MN, Petrovic L, Merkt W, Markovic I & Havoutis I (2023), ROBOTICS AND AUTONOMOUS SYSTEMS, 166
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE TRANSACTIONS ON ROBOTICS
Zero-shot category-level object pose estimation
Goodwin W, Vaze S, Havoutis I & Posner I (2022)(13699), 516-532
Reaching Through Latent Space: From Joint Statistics to Path Planning in Manipulation
Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al. (2022)
Learning Low-Frequency Motion Control for Robust and Dynamic Robot Locomotion
Gangapurwala S, Campanaro L & Havoutis I (2022)
Learning and Deploying Robust Locomotion Policies with Minimal Dynamics Randomization
Campanaro L, Gangapurwala S, Merkt W & Havoutis I (2022)
Next steps: learning a disentangled gait representation for versatile quadruped locomotion
Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022), 2022 International Conference on Robotics and Automation (ICRA), 10564-10570
BibTeX
@inproceedings{nextstepslearni-2022/7,
title={Next steps: learning a disentangled gait representation for versatile quadruped locomotion},
author={Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
booktitle={International Conference on Robotics and Automation (ICRA 2022)},
pages={10564-10570},
year = "2022"
}
Semantically grounded object matching for robust robotic scene rearrangement
Goodwin W, Vaze S, Havoutis I & Posner H (2022), Proceedings of the International Conference on Robotics and Automation (ICRA 2022), 11138-11144
RLOC: terrain-aware legged locomotion using reinforcement learning and optimal control
Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I (2022), IEEE Transactions on Robotics
RLOC: terrain-aware legged locomotion using reinforcement learning and optimal control
Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I (2022), IEEE Transactions on Robotics, 38(5), 2908-2927
BibTeX
@article{rlocterrainawar-2022/5,
title={RLOC: terrain-aware legged locomotion using reinforcement learning and optimal control},
author={Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I},
journal={IEEE Transactions on Robotics},
volume={38},
pages={2908-2927},
publisher={IEEE},
year = "2022"
}
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022)
Where Should I Look? Optimised Gaze Control for Whole-Body Collision Avoidance in Dynamic Environments
Finean MN, Merkt W & Havoutis I (2022), IEEE ROBOTICS AND AUTOMATION LETTERS, 7(2), 1095-1102