no code implementations • 1 Jul 2024 • Dian Wang, Stephen Hart, David Surovik, Tarik Kelestemur, Haojie Huang, Haibo Zhao, Mark Yeatman, Jiuguang Wang, Robin Walters, Robert Platt
Recent work has shown diffusion models are an effective approach to learning the multimodal distributions arising from demonstration data in behavior cloning.
no code implementations • 3 Jul 2020 • Alexander L. Mitchell, Martin Engelcke, Oiwi Parker Jones, David Surovik, Siddhant Gangapurwala, Oliwier Melon, Ioannis Havoutis, Ingmar Posner
In addition, kinodynamic constraints are often non-differentiable and difficult to implement in an optimisation approach.
no code implementations • 12 Apr 2018 • Shaojun Zhu, David Surovik, Kostas E. Bekris, Abdeslam Boularias
This paper aims to identify in a practical manner unknown physical parameters, such as mechanical models of actuated robot links, which are critical in dynamical robotic tasks.