Self-paced contextual reinforcement learning P Klink, H Abdulsamad, B Belousov, J Peters Conference on Robot Learning, 513-529, 2020 | 50 | 2020 |
Learn2assemble with structured representations and search for robotic architectural construction N Funk, G Chalvatzaki, B Belousov, J Peters Conference on Robot Learning, 1401-1411, 2022 | 43 | 2022 |
Catching heuristics are optimal control policies B Belousov, G Neumann, CA Rothkopf, J Peters NIPS, 1426-1434, 2016 | 41 | 2016 |
Robotic architectural assembly with tactile skills: Simulation and optimization B Belousov, B Wibranek, J Schneider, T Schneider, G Chalvatzaki, ... Automation in Construction 133, 104006, 2022 | 40 | 2022 |
Entropic risk measure in policy search D Nass, B Belousov, J Peters 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2019 | 37 | 2019 |
Neural posterior domain randomization F Muratore, T Gruner, F Wiese, B Belousov, M Gienger, J Peters Conference on Robot Learning, 1532-1542, 2022 | 31 | 2022 |
HJB optimal feedback control with deep differential value functions and action constraints M Lutter, B Belousov, K Listmann, D Clever, J Peters Conference on Robot Learning, 640-650, 2020 | 26 | 2020 |
Reinforcement Learning Algorithms: Analysis and Applications B Belousov, H Abdulsamad, P Klink, S Parisi, J Peters Springer Nature, 2021 | 25 | 2021 |
Entropic Regularization of Markov Decision Processes B Belousov, J Peters Entropy 21 (7), 2019 | 24 | 2019 |
A probabilistic interpretation of self-paced learning with applications to reinforcement learning P Klink, H Abdulsamad, B Belousov, C D'Eramo, J Peters, J Pajarinen Journal of Machine Learning Research 22 (182), 1-52, 2021 | 23 | 2021 |
Receding horizon curiosity M Schultheis, B Belousov, H Abdulsamad, J Peters Conference on robot learning, 1278-1288, 2020 | 23 | 2020 |
Building a Library of Tactile Skills Based on FingerVision B Belousov, A Sadybakasov, B Wibranek, F Veiga, O Tessmann, J Peters 2019 IEEE-RAS 19th International Conference on Humanoid Robots (Humanoids), 2019 | 15 | 2019 |
How crucial is transformer in decision transformer? M Siebenborn, B Belousov, J Huang, J Peters arXiv preprint arXiv:2211.14655, 2022 | 14 | 2022 |
Reinforcement Learning for Sequential Assembly of SL-Blocks: Self-Interlocking Combinatorial Design Based on Machine Learning B Wibranek, Y Liu, N Funk, B Belousov, J Peters, O Tessmann Proceedings of the 39th eCAADe Conference 1, 27-36, 2021 | 10 | 2021 |
f-Divergence constrained policy improvement B Belousov, J Peters arXiv preprint arXiv:1801.00056, 2017 | 10 | 2017 |
Continuous-time fitted value iteration for robust policies M Lutter Inductive Biases in Machine Learning for Robotics and Control, 71-111, 2023 | 9 | 2023 |
Active inference for robotic manipulation T Schneider, B Belousov, H Abdulsamad, J Peters arXiv preprint arXiv:2206.10313, 2022 | 7 | 2022 |
Underactuated waypoint trajectory optimization for light painting photography C Eilers, J Eschmann, R Menzenbach, B Belousov, F Muratore, J Peters 2020 IEEE International Conference on Robotics and Automation (ICRA), 1505-1510, 2020 | 5 | 2020 |
Interactive Structure: Robotic Repositioning of Vertical Elements in Man-Machine Collaborative Assembly through Vision-Based Tactile Sensing B Wibranek, B Belousov, A Sadybakasov, J Peters, O Tessmann 37th eCAADe and 23rd SIGraDi Conference 2, 705-713, 2019 | 5 | 2019 |
Auto(mated)nomous Assembly Y Liu, B Belousov, N Funk, G Chalvatzaki, J Peters, O Tessmann International Conference on Trends on Construction in the Post-Digital Era …, 2023 | 4 | 2023 |