Gerhard Neumann
Gerhard Neumann
Professor, Karlsruhe Institute of Technology (KIT)
Verified email at - Homepage
Cited by
Cited by
A Survey on Policy Search for Robotics.
MP Deisenroth, G Neumann, J Peters
Foundations and Trends in Robotics 2 (1-2), 1-142, 2013
An Algorithmic Perspective on Imitation Learning
T Osa, J Pajarinen, G Neumann, JA Bagnell, P Abbeel, J Peters
Foundations and Trends® in Robotics 7 (1-2), 1-179, 2018
Probabilistic movement primitives
A Paraschos, C Daniel, JR Peters, G Neumann
Advances in neural information processing systems 26, 2013
A survey of preference-based reinforcement learning methods
C Wirth, R Akrour, G Neumann, J Fürnkranz
Journal of Machine Learning Research 18 (136), 1-46, 2017
Agricultural robotics: the future of robotic agriculture
T Duckett, S Pearson, S Blackmore, B Grieve, WH Chen, G Cielniak, ...
arXiv preprint arXiv:1806.06762, 2018
Policy evaluation with temporal differences: A survey and comparison
C Dann, G Neumann, J Peters
The Journal of Machine Learning Research 15 (1), 809-883, 2014
Hierarchical relative entropy policy search
C Daniel, G Neumann, O Kroemer, J Peters
The Journal of Machine Learning Research 17 (1), 3190-3239, 2016
Deep Reinforcement Learning for Swarm Systems
M Hüttenrauch, A Šošić, G Neumann
Journal of Machine Learning Research (JMLR), 2019
Interaction primitives for human-robot cooperation tasks
HB Amor, G Neumann, S Kamthe, O Kroemer, J Peters
2014 IEEE international conference on robotics and automation (ICRA), 2831-2837, 2014
Probabilistic movement primitives for coordination of multiple human–robot collaborative tasks
GJ Maeda, G Neumann, M Ewerton, R Lioutikov, O Kroemer, J Peters
Autonomous Robots, 1-20, 2016
Using probabilistic movement primitives in robotics
A Paraschos, C Daniel, J Peters, G Neumann
Autonomous Robots, 1-23, 2017
Learning robot in-hand manipulation with tactile features
H van Hoof, T Hermans, G Neumann, J Peters
Humanoid Robots (Humanoids), 2015 IEEE-RAS 15th International Conference on …, 2015
Learning Complex Swarm Behaviors by Exploiting Local Communication Protocols with Deep Reinforcement Learning
M Hüttenrauch, A Šošić, G Neumann
arXiv preprint arXiv:1709.07224, 2017
Towards learning hierarchical skills for multi-phase manipulation tasks
O Kroemer, C Daniel, G Neumann, H van Hoof, J Peters
Robotics and Automation (ICRA), 2015 IEEE International Conference on, 1503-1510, 2015
Data-Efficient Generalization of Robot Skills with Contextual Policy Search.
AG Kupcsik, MP Deisenroth, J Peters, G Neumann
AAAI, 2013
Guided Deep Reinforcement Learning for Swarm Systems
M Hüttenrauch, A Šošić, G Neumann
arXiv preprint arXiv:1709.06011, 2017
Probabilistic Inference for Determining Options in Reinforcement Learning
C Daniel, H van Hoof, J Peters, G Neumann
Machine Learning Journal, 2016
Learning Multiple Collaborative Tasks with a Mixture of Interaction Primitives
M Ewerton, G Neumann, R Lioutikov, HB Amor, J Peters, G Maeda
Proceedings of 2015 IEEE International Conference on Robotics and Automation …, 2015
Generalization of human grasping for multi-fingered robot hands
HB Amor, O Kroemer, U Hillenbrand, G Neumann, J Peters
2012 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2012
Variational Inference for Policy Search in Changing Situations
G Neumann
International Conference on Machine Learning (ICML) 2011, 2011
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