Learning to Unscrew a Light Bulb from Demonstrations

Simon Manschitz , Michael Gienger , Jens Kober , Jan Peters
international symposium on robotics 1 -7

4
2014
Robot skill learning

Duy Nguyen-Tuong , Oliver Krömer , Katharina Mülling , Jens Kober
european conference on artificial intelligence 242 40 -45

8
2012
Relative Entropy Inverse Reinforcement Learning

Abdeslam Boularias , Jens Kober , Jan R. Peters
international conference on artificial intelligence and statistics 182 -189

377
2011
Imitation and Reinforcement Learning: Practical Algorithms for Motor Primitives in Robotics

Jens Kober , Jan Peters
IEEE Robotics & Automation Magazine 17 ( 2) 55 -62

24
2010
Experience selection in deep reinforcement learning for control

Robert Babuška , Jens Kober , Karl Tuyls , Tim De Bruin
Journal of Machine Learning Research 19 ( 1) 347 -402

64
2018
Learning Gaussian Policies from Corrective Human Feedback.

Jens Kober , Carlos Celemin , Jan Scholten , Daan Wout
arXiv: Learning

3
2019
Reinforcement Learning in Robotics: A Survey.

Jens Kober , J Andrew Bagnell , Jan Peters
Reinforcement Learning 579 -610

3,179
2012
Off-policy experience retention for deep actor-critic learning

Robert Babuska , Jens Kober , K.P. Tuyls , Tim de Bruin
neural information processing systems

6
2016
Interactive Imitation Learning in State-Space.

Jens Kober , Carlos Celemin , Snehal Jauhri
arXiv: Robotics

12
2020
Random Shadows and Highlights: A new data augmentation method for extreme lighting conditions.

Jens Kober , Osama Mazhar
arXiv: Computer Vision and Pattern Recognition

2
2021
ILoSA: Interactive Learning of Stiffness and Attractors.

Jens Kober , Luka Peternel , Giovanni Franzese , Anna Mészáros
arXiv: Robotics

8
2021
Policy Search for Motor Primitives in Robotics

Jens Kober , Jan Peters
neural information processing systems 21 849 -856

477
2008
Interactive Learning with Corrective Feedback for Policies Based on Deep Neural Networks

Rodrigo Pérez-Dattari , Carlos Celemin , Javier Ruiz-del-Solar , Jens Kober
international symposium on experimental robotics 353 -363

25
2018
Head-tracked off-axis perspective projection improves gaze readability of 3D virtual avatars

Tamas Bates , Jens Kober , Michael Gienger
international conference on computer graphics and interactive techniques 29

1
2018
Reinforcement Learning of Potential Fields to achieve Limit-Cycle Walking

Denise S. Feirstein , Ivan Koryakovskiy , Jens Kober , Heike Vallery
IFAC-PapersOnLine 49 ( 14) 113 -118

4
2016
Reinforcement learning of motor skills using Policy Search and human corrective advice

Carlos Celemin , Guilherme Maeda , Javier Ruiz-del-Solar , Jan Peters
The International Journal of Robotics Research 38 ( 14) 1560 -1580

17
2019
Learning to select and generalize striking movements in robot table tennis

Katharina Mülling , Jens Kober , Oliver Kroemer , Jan Peters
The International Journal of Robotics Research 32 ( 3) 263 -279

474
2013
Learning state representation for deep actor-critic control

Jelle Munk , Jens Kober , Robert Babuska
conference on decision and control 4667 -4673

32
2016
Mixture of Attractors: A Novel Movement Primitive Representation for Learning Motor Skills From Demonstrations

Simon Manschitz , Michael Gienger , Jens Kober , Jan Peters
international conference on robotics and automation 3 ( 2) 926 -933

7
2018
Integrating State Representation Learning Into Deep Reinforcement Learning

Tim de Bruin , Jens Kober , Karl Tuyls , Robert Babuska
international conference on robotics and automation 3 ( 3) 1394 -1401

116
2018