Hüttenrauch, M. ; Šošić, A. ; Neumann, G. (2019)
Deep Reinforcement Learning for Swarm Systems.
In: Journal of Machine Learning Research, 20 (54)
Artikel, Bibliographie

Osa, T. ; Peters, J. ; Neumann, G. (2018)
Hierarchical Reinforcement Learning of Multiple Grasping Strategies with Human Instructions.
In: Advanced Robotics, 32 (18)
doi: 10.1080/01691864.2018.1509018
Artikel, Bibliographie

Gebhardt, G. H. W. ; Daun, K. ; Schnaubelt, M. ; Neumann, G. (2018)
Learning Robust Policies for Object Manipulation with Robot Swarms.
IEEE International Conference on Robotics and Automation. Brisbane, Australia (21.-25.05.2018)
doi: 10.1109/ICRA.2018.8463215
Konferenzveröffentlichung, Bibliographie

Koert, D. ; Maeda, G. ; Neumann, G. ; Peters, J. (2018)
Learning Coupled Forward-Inverse Models with Combined Prediction Errors.
International Conference on Robotics and Automation (ICRA 2018). Brisbane, Australia (21.-25.05.2018)
Konferenzveröffentlichung, Bibliographie

Osa, T. ; Pajarinen, J. ; Neumann, G. ; Bagnell, J. A. ; Abbeel, P. ; Peters, J. (2018)
An Algorithmic Perspective on Imitation Learning.
In: Foundations and Trends in Robotics, 7 (1-2)
Artikel, Bibliographie

Hüttenrauch, M. ; Šošić, A. ; Neumann, G. (2018)
Local Communication Protocols for Learning Complex Swarm Behaviors With Deep Reinforcement Learning.
Konferenzveröffentlichung, Bibliographie

Paraschos, A. ; Rueckert, E. ; Peters, J. ; Neumann, G. (2018)
Probabilistic Movement Primitives under Unknown System Dynamics.
In: Advanced Robotics, 32 (6)
Artikel, Bibliographie

Paraschos, A. ; Daniel, C. ; Peters, J. ; Neumann, G. (2018)
Using Probabilistic Movement Primitives in Robotics.
In: Autonomous Robots, 42 (3)
Artikel, Bibliographie

Belousov, B. ; Neumann, G. ; Rothkopf, C. A. ; Peters, J. (2017)
Catching heuristics are optimal control policies.
13th Karniel Computational Motor Control Workshop. Be'er Sheva, Israel (14.-16.03.2017)
Konferenzveröffentlichung, Bibliographie

Gabriel, A. ; Akrour, R. ; Peters, J. ; Neumann, G. (2017)
Empowered Skills.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Hüttenrauch, M. ; Šošić, A. ; Neumann, G. (2017)
Guided Deep Reinforcement Learning for Swarm Systems.
AAMAS Workshop on Autonomous Robots and Multirobot Systems.
Konferenzveröffentlichung, Bibliographie

Osa, T. ; Ghalamzan, E. A. M. ; Stolkin, R. ; Lioutikov, R. ; Peters, J. ; Neumann, G. (2017)
Guiding Trajectory Optimization by Demonstrated Distributions.
In: IEEE Robotics and Automation Letters, (2)
Artikel, Bibliographie

Pajarinen, J. ; Kyrki, V. ; Koval, M. ; Srinivasa, S. ; Peters, J. ; Neumann, G. (2017)
Hybrid Control Trajectory Optimization under Uncertainty.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Konferenzveröffentlichung, Bibliographie

Gebhardt, G. H. W. ; Kupcsik, A. G. ; Neumann, G. (2017)
The Kernel Kalman Rule - Efficient Nonparametric Inference with Recursive Least Squares.
Proceedings of the National Conference on Artificial Intelligence (AAAI).
Konferenzveröffentlichung, Bibliographie

End, F. ; Akrour, R. ; Peters, J. ; Neumann, G. (2017)
Layered Direct Policy Search for Learning Hierarchical Skills.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Gebhardt, G. H. W. ; Daun, K. ; Schnaubelt, M. ; Hendrich, A. ; Kauth, D. ; Neumann, G. (2017)
Learning to Assemble Objects with a Robot Swarm.
Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems (AAMAS 17).
Konferenzveröffentlichung, Bibliographie

Farraj, F. B. ; Osa, T. ; Pedemonte, N. ; Peters, J. ; Neumann, G. ; Giordano, P. R. (2017)
A Learning-based Shared Control Architecture for Interactive Task Execution.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Akrour, R. ; Sorokin, D. ; Peters, J. ; Neumann, G. (2017)
Local Bayesian Optimization of Motor Skills.
Proceedings of the International Conference on Machine Learning (ICML).
Konferenzveröffentlichung, Bibliographie

Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. ; Ai Poh, L. ; Vadakkepat, V. ; Neumann, G. (2017)
Model-based Contextual Policy Search for Data-Efficient Generalization of Robot Skills.
In: Artificial Intelligence, 247
Artikel, Bibliographie

Hoof, H. van ; Neumann, G. ; Peters, J. (2017)
Non-parametric Policy Search with Limited Information Loss.
In: Journal of Machine Learning Research, (73)
Artikel, Bibliographie

Maeda, G. ; Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Peters, J. (2017)
Phase Estimation for Fast Action Recognition and Trajectory Generation in Human-Robot Collaboration.
In: International Journal of Robotics Research, 36 (13-14)
Artikel, Bibliographie

Tangkaratt, V. ; Hoof, H. van ; Parisi, S. ; Neumann, G. ; Peters, J. ; Sugiyama, M. (2017)
Policy Search with High-Dimensional Context Variables.
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI).
Konferenzveröffentlichung, Bibliographie

Maeda, G. ; Neumann, G. ; Ewerton, M. ; Lioutikov, R. ; Kroemer, O. ; Peters, J. (2017)
Probabilistic Movement Primitives for Coordination of Multiple Human-Robot Collaborative Tasks.
In: Autonomous Robots, 41 (3)
Artikel, Bibliographie

Abdulsamad, H. ; Arenz, O. ; Peters, J. ; Neumann, G. (2017)
State-Regularized Policy Search for Linearized Dynamical Systems.
Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS).
Konferenzveröffentlichung, Bibliographie

Koert, D. ; Maeda, G. J. ; Lioutikov, R. ; Neumann, G. ; Peters, J. (2016)
Demonstration Based Trajectory Optimization for Generalizable Robot Motions.
16th International Conference on Humanoid Robots (Humanoids 2016). Cancun, Mexico (15.-17.11.2016)
Konferenzveröffentlichung, Bibliographie

Arenz, O. ; Abdulsamad, H. ; Neumann, G. (2016)
Optimal Control and Inverse Optimal Control by Distribution Matching.
International Conference on Intelligent Robots and Systems (IROS'16). Daejeon, Republik of Korea (09.-14.10.2016)
Konferenzveröffentlichung, Bibliographie

Abdolmaleki, A. ; Lau, N. ; Reis, L. ; Peters, J. ; Neumann, G. (2016)
Contextual Policy Search for Linear and Nonlinear Generalization of a Humanoid Walking Controller.
In: Journal of Intelligent & Robotic Systems, 83 (3-4)
Artikel, Bibliographie

Osa, T. ; Peters, J. ; Neumann, G. (2016)
Experiments with Hierarchical Reinforcement Learning of Multiple Grasping Policies.
Proceedings of the International Symposium on Experimental Robotics (ISER).
Konferenzveröffentlichung, Bibliographie

Hüttenrauch, M. ; Šošić, A. ; Neumann, G. (2016)
Guided Deep Reinforcement Learning for Swarm Systems.
NIPS Workshop on Learning, Inference and Control of Multi-Agent Systems.
Konferenzveröffentlichung, Bibliographie

Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2016)
Hierarchical Relative Entropy Policy Search.
In: Journal of Machine Learning Research, 17 (93)
Artikel, Bibliographie

Modugno, V. ; Neumann, G. ; Rueckert, E. ; Oriolo, G. ; Peters, J. ; Ivaldi, S. (2016)
Learning soft task priorities for control of redundant robots.
Konferenzveröffentlichung, Bibliographie

Akrour, R. ; Abdolmaleki, A. ; Abdulsamad, H. ; Neumann, G. (2016)
Model-Free Trajectory Optimization for Reinforcement Learning.
Konferenzveröffentlichung, Bibliographie

Ewerton, M. ; Maeda, G. ; Neumann, G. ; Kisner, V. ; Kollegger, G. ; Wiemeyer, J. ; Peters, J. (2016)
Movement Primitives with Multiple Phase Parameters.
Konferenzveröffentlichung, Bibliographie

Gomez-Gonzalez, S. ; Neumann, G. ; Schoelkopf, B. ; Peters, J. (2016)
Using Probabilistic Movement Primitives for Striking Movements.
Konferenzveröffentlichung, Bibliographie

Rueckert, E. ; Mundo, J. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2015)
Extracting Low-Dimensional Control Variables for Movement Primitives.
Konferenzveröffentlichung, Bibliographie

Ewerton, M. ; Maeda, G. J. ; Peters, J. ; Neumann, G. (2015)
Learning Motor Skills from Partially Observed Movements Executed at Different Speeds.
Konferenzveröffentlichung, Bibliographie

Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Ben Amor, H. ; Peters, J. ; Maeda, G. (2015)
Learning Multiple Collaborative Tasks with a Mixture of Interaction Primitives.
Konferenzveröffentlichung, Bibliographie

Hoof, H. van ; Hermans, T. ; Neumann, G. ; Peters, J. (2015)
Learning Robot In-Hand Manipulation with Tactile Features.
International Conference on Humanoid Robots (HUMANOIDS). Seoul (3.-5.11.2015)
Konferenzveröffentlichung, Bibliographie

Hoof, H. van ; Peters, J. ; Neumann, G. (2015)
Learning of Non-Parametric Control Policies with High-Dimensional State Features.
Konferenzveröffentlichung, Bibliographie

Abdolmaleki, A. ; Lioutikov, R. ; Peters, J. ; Lau, N. ; Reis, L. ; Neumann, G. (2015)
Model-Based Relative Entropy Stochastic Search.
Advances in Neural Information Processing Systems (NIPS).
Konferenzveröffentlichung, Bibliographie

Paraschos, A. ; Rueckert, E. ; Peters, J. ; Neumann, G. (2015)
Model-Free Probabilistic Movement Primitives for Physical Interaction.
Konferenzveröffentlichung, Bibliographie

Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Ben Amor, H. ; Peters, J. ; Maeda, G. (2015)
Modeling Spatio-Temporal Variability in Human-Robot Interaction with Probabilistic Movement Primitives.
Anderes, Bibliographie

Koc, O. ; Maeda, G. ; Neumann, G. ; Peters, J. (2015)
Optimizing Robot Striking Movement Primitives with Iterative Learning Control.
5th IEEE-RAS International Conference on Humanoid Robots, Humanoids 2015. Seoul (3.-5.11.2015)
Konferenzveröffentlichung, Bibliographie

Dann, C. ; Neumann, G. ; Peters, J. (2015)
Policy Evaluation with Temporal Differences: A Survey and Comparison.
Konferenzveröffentlichung, Bibliographie

Maeda, G. ; Neumann, G. ; Ewerton, M. ; Lioutikov, R. ; Peters, J. (2015)
A Probabilistic Framework for Semi-Autonomous Robots Based on Interaction Primitives with Phase Estimation.
Konferenzveröffentlichung, Bibliographie

Lioutikov, R. ; Neumann, G. ; Maeda, G. J. ; Peters, J. (2015)
Probabilistic Segmentation Applied to an Assembly Task.
Konferenzveröffentlichung, Bibliographie

Kroemer, O. ; Daniel, C. ; Neumann, G. ; Hoof, H. van ; Peters, J. (2015)
Towards Learning Hierarchical Skills for Multi-Phase Manipulation Tasks.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Neumann, G. ; Daniel, C. ; Paraschos, A. ; Kupcsik, A. ; Peters, J. (2014)
Learning Modular Policies for Robotics.
In: Frontiers in Computational Neuroscience
doi: 10.3389/fncom.2014.00062
Artikel, Bibliographie

Colome, A. ; Neumann, G. ; Peters, J. ; Torras, C. (2014)
Dimensionality Reduction for Probabilistic Movement Primitives.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Konferenzveröffentlichung, Bibliographie

Lioutikov, R. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2014)
Generalizing Movements with Information Theoretic Stochastic Optimal Control.
In: Journal of Aerospace Information Systems, 11 (9)
Artikel, Bibliographie

Ben Amor, H. ; Neumann, G. ; Kamthe, S. ; Kroemer, O. ; Peters, J. (2014)
Interaction Primitives for Human-Robot Cooperation Tasks.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Luck, K. S. ; Neumann, G. ; Berger, E. ; Peters, J. ; Ben Amor, H. (2014)
Latent Space Policy Search for Robotics.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). Chicago, IL (14-18 September 2014)
Konferenzveröffentlichung, Bibliographie

Maeda, G. J. ; Ewerton, M. ; Lioutikov, R. ; Amor, H. B. ; Peters, J. ; Neumann, G. (2014)
Learning Interaction for Collaborative Tasks with Probabilistic Movement Primitives.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Konferenzveröffentlichung, Bibliographie

Kroemer, O. ; Hoof, H. van ; Neumann, G. ; Peters, J. (2014)
Learning to Predict Phases of Manipulation Tasks as Hidden States.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Konferenzveröffentlichung, Bibliographie

Dann, C. ; Neumann, G. ; Peters, J. (2014)
Policy Evaluation with Temporal Differences: A Survey and Comparison.
In: Journal of Machine Learning Research 15 (2014) 809-883, 15 (March)
Artikel, Bibliographie

Gomez, V. ; Kappen, B. ; Peters, J. ; Neumann, G. (2014)
Policy Search for Path Integral Control.
European Conference on Machine Learning (ECML). Nancy (15.-19. September 2014)
Konferenzveröffentlichung, Bibliographie

Rueckert, E. ; Mindt, M. ; Peters, J. ; Neumann, G. (2014)
Robust Policy Updates for Stochastic Optimal Control.
International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Konferenzveröffentlichung, Bibliographie

Lioutikov, R. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2014)
Sample-Based Information-Theoretic Stochastic Optimal Control.
IEEE International Conference on Robotics and Automation (ICRA). Hong Kong, China (May 31 - June 7, 2014)
Konferenzveröffentlichung, Bibliographie

Daniel, C. ; Neumann, G. ; Peters, J. (2013)
Autonomous Reinforcement Learning with Hierarchical REPS.
International Joint Conference on Neural Networks (IJCNN). Dallas, Texas, USA (Aug 4, 2013 - Aug 9, 2013)
Konferenzveröffentlichung, Bibliographie

Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. ; Neumann, G. (2013)
Data-Efficient Generalization of Robot Skills with Contextual Policy Search.
Proceedings of the National Conference on Artificial Intelligence (AAAI). Bellevue, Washington, USA (14–18 July 2013)
Konferenzveröffentlichung, Bibliographie

Neumann, G. ; Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. (2013)
Information-Theoretic Motor Skill Learning.
2013 AAAI Workshop. Bellevue, WA, USA
Konferenzveröffentlichung, Bibliographie

Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2013)
Learning Sequential Motor Tasks.
Proceedings of 2013 IEEE International Conference on Robotics and Automation (ICRA). Karlsruhe (May 6-10, 2013)
Konferenzveröffentlichung, Bibliographie

Paraschos, A. ; Neumann, G. ; Peters, J. (2013)
A Probabilistic Approach to Robot Trajectory Generation.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Konferenzveröffentlichung, Bibliographie

Paraschos, A. ; Daniel, C. ; Peters, J. ; Neumann, G.
Hrsg.: Burges, C. J. C. ; Bottou, L. ; Welling, M. ; Ghahramani, Z. ; Weinberger, K. Q. (2013)
Probabilistic Movement Primitives.
Advances in Neural Information Processing Systems (NIPS). Lake Tahoe, Nevada, USA (5-10 December 2013)
Konferenzveröffentlichung, Bibliographie

Deisenroth, M. P. ; Neumann, G. ; Peters, J. (2013)
A Survey on Policy Search for Robotics.
In: Foundations and Trends in Robotics, 2 (1-2)
doi: 10.1561/2300000021
Artikel, Bibliographie

Peters, J. ; Kober, J. ; Muelling, K. ; Kroemer, O. ; Neumann, G. (2013)
Towards Robot Skill Learning: From Simple Skills to Table Tennis.
European Conference on Machine Learning (ECML), Nectar Track. Prag (September 23-27, 2013)
Konferenzveröffentlichung, Bibliographie

Ben Amor, H. ; Kroemer, O. ; Hillenbrand, U. ; Neumann, G. ; Peters, J. (2012)
Generalization of Human Grasping for Multi-Fingered Robot Hands.
Proceedings of the International Conference on Robot Systems (IROS).
Konferenzveröffentlichung, Bibliographie

Daniel, C. ; Neumann, G. ; Peters, J. (2012)
Hierarchical Relative Entropy Policy Search.
International Conference on Artificial Intelligence and Statistics (AISTATS 2012). La Palma, Canary Islands (April 21-23, 2012)
Konferenzveröffentlichung, Bibliographie

Daniel, C. ; Neumann, G. ; Peters, J. (2012)
Learning Concurrent Motor Skills in Versatile Solution Spaces.
Proceedings of the International Conference on Robot Systems (IROS).
Konferenzveröffentlichung, Bibliographie

Neumann, G. ; Peters, J. (2009)
Fitted Q-iteration by Advantage Weighted Regression.
Advances in Neural Information Processing Systems 22 (NIPS 2008), Cambridge, MA: MIT Press.
Konferenzveröffentlichung, Bibliographie

Kandeler, E. ; Haase, S. ; Deiglmayr, K. ; Ruess, Liliane ; Marhan, Sven ; Neumann, G. ; Römheld, V. ; Bonkowski, Michael ; Philippot, L. (2005)
Small-scale distribution of soil microbial communities and enzyme processes in the rhizosphere.
Konferenzveröffentlichung, Bibliographie

Pfohl, H.-Chr. ; Elbert, R.
Hrsg.: Wäscher, G. ; Inderfurth, K. ; Neumann, G. ; Schenk, M. ; Ziems, D. (2005)
Komplexitätsbeherrschung in der Planung durch den Menschen oder IT/DV-Systeme? Ergebnisse einer Expertenbefragung zur Planung von Produktions- und Logistikprozessen.
In: Intelligente Logistikprozesse. Konzepte, Lösungen, Erfahrungen.
Buchkapitel, Bibliographie

Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2000)
Hierarchical Relative Entropy Policy Search.
In: Journal of Machine Learning Research, 1
Artikel, Bibliographie