Overcoming model bias for robust offline deep reinforcement learning P Swazinna, S Udluft, T Runkler Engineering Applications of Artificial Intelligence 104, 104366, 2021 | 78 | 2021 |
Comparing model-free and model-based algorithms for offline reinforcement learning P Swazinna, S Udluft, D Hein, T Runkler IFAC Conference on Intelligent Control and Automation Sciences, 2022 | 33 | 2022 |
User-Interactive Offline Reinforcement Learning P Swazinna, S Udluft, T Runkler International Conference on Learning Representations (ICLR), 2023 | 14 | 2023 |
Measuring Data Quality for Dataset Selection in Offline Reinforcement Learning P Swazinna, S Udluft, T Runkler IEEE Symposium Series on Computational Intelligence, 2021 | 12 | 2021 |
Learning Control Policies for Variable Objectives from Offline Data M Weber, P Swazinna, D Hein, S Udluft, V Sterzing 2023 IEEE Symposium Series on Computational Intelligence (SSCI), 1674-1681, 2023 | 6 | 2023 |
Behavior constraining in weight space for offline reinforcement learning P Swazinna, S Udluft, D Hein, T Runkler European Symposium on Aritficial Neural Networks, Computational Intelligence …, 2021 | 6 | 2021 |
q-Space deep learning for Alzheimer’s disease diagnosis: Global prediction and weakly-supervised localization V Golkov, P Swazinna, MM Schmitt, QA Khan, CMW Tax, M Serahlazau, ... Proc. 27th Annu. Meeting ISMRM 1580, 2018 | 5 | 2018 |
Negative-unlabeled learning for diffusion MRI P Swazinna, V Golkov, I Lipp, E Sgarlata, V Tomassini, DK Jones, ... Proc. Intl. Soc. Mag. Reson. Med 27, 3480, 2019 | 3 | 2019 |
Towards user-interactive offline reinforcement learning P Swazinna, S Udluft, T Runkler 3rd Offline RL Workshop: Offline RL as a''Launchpad'', 2022 | 1 | 2022 |
TEA: Trajectory Encoding Augmentation for Robust and Transferable Policies in Offline Reinforcement Learning BB Ormancı, P Swazinna, S Udluft, TA Runkler arXiv preprint arXiv:2411.19133, 2024 | | 2024 |
Iterative Batch Reinforcement Learning via Safe Diversified Model-based Policy Search A Najib, S Depeweg, P Swazinna arXiv preprint arXiv:2411.09722, 2024 | | 2024 |
Method and control device for controlling a machine P Swazinna, S Udluft US Patent App. 18/141,529, 2023 | | 2023 |
Method for configuring a control agent for a technical system, and control device P Swazinna, S Udluft, T Runkler US Patent App. 18/015,290, 2023 | | 2023 |
Automatic Trade-off Adaptation in Offline RL P Swazinna, S Udluft, T Runkler arXiv preprint arXiv:2306.09744, 2023 | | 2023 |
Policy Regularization for Model-Based Offline Reinforcement Learning PA Swazinna Technische Universität München, 2023 | | 2023 |
ALICE III—Autonomes Lernen in Komplexen Umgebungen III A von Beuningen, V Brandstetter, P von Bünau, S Depeweg, R Glauert, ... | | 2022 |