Out-of-distribution detection for reinforcement learning agents with probabilistic dynamics models T Haider, K Roscher, F Schmoeller da Roza, S Günnemann Proceedings of the 2023 International Conference on Autonomous Agents and …, 2023 | 19 | 2023 |
Towards anomaly detection in reinforcement learning R Müller, S Illium, T Phan, T Haider, C Linnhoff-Popien Proceedings of the 21st International Conference on Autonomous Agents and …, 2022 | 15 | 2022 |
Domain Shifts in Reinforcement Learning: Identifying Disturbances in Environments. T Haider, FS Roza, D Eilers, K Roscher, S Günnemann AISafety@ IJCAI, 2021 | 15 | 2021 |
Human-machine collaboration on data annotation of images by semi-automatic labeling T Haider, F Michahelles Proceedings of Mensch und Computer 2021, 552-556, 2021 | 5 | 2021 |
Reinforcement Learning with Ensemble Model Predictive Safety Certification S Gronauer, T Haider, FS da Roza, K Diepold arXiv preprint arXiv:2402.04182, 2024 | 2 | 2024 |
A Comparison of Ambulance Redeployment Systems on Real-World Data N Strauß, M Berrendorf, T Haider, M Schubert 2022 IEEE International Conference on Data Mining Workshops (ICDMW), 1-8, 2022 | 2 | 2022 |
Emergence in Multi-agent Systems: A Safety Perspective P Altmann, J Schönberger, S Illium, M Zorn, F Ritz, T Haider, S Burton, ... International Symposium on Leveraging Applications of Formal Methods, 104-120, 2024 | 1 | 2024 |
Can you trust your Agent? The Effect of Out-of-Distribution Detection on the Safety of Reinforcement Learning Systems T Haider, K Roscher, B Herd, F Schmoeller Roza, S Burton Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, 1569-1578, 2024 | 1 | 2024 |