no code implementations • 6 Mar 2025 • Tobias Jülg, Wolfram Burgard, Florian Walter
Recent generalist Vision-Language-Action Models (VLAs) can perform a variety of tasks on real robots with remarkable generalization capabilities.
2 code implementations • 19 Aug 2024 • Ruiqi Zhang, Jing Hou, Florian Walter, Shangding Gu, Jiayi Guan, Florian Röhrbein, Yali Du, Panpan Cai, Guang Chen, Alois Knoll
Reinforcement Learning (RL) is a potent tool for sequential decision-making and has achieved performance surpassing human capabilities across many challenging real-world tasks.
1 code implementation • 20 May 2022 • Shangding Gu, Long Yang, Yali Du, Guang Chen, Florian Walter, Jun Wang, Alois Knoll
To establish a good foundation for future safe RL research, in this paper, we provide a review of safe RL from the perspectives of methods, theories, and applications.
no code implementations • 22 Sep 2021 • Zhenshan Bing, Amir EI Sewisy, Genghang Zhuang, Florian Walter, Fabrice O. Morin, Kai Huang, Alois Knoll
As a vital cognitive function of animals, the navigation skill is first built on the accurate perception of the directional heading in the environment.
no code implementations • 17 Mar 2020 • Elie Aljalbout, Florian Walter, Florian Röhrbein, Alois Knoll
This model is the main focus of this work, as its contribution is not limited to engineering but also applicable to neuroscience.