| Benchmarking Uncertainty Estimation Methods for Deep Learning With Safety-Related Metrics. M Henne, A Schwaiger, K Roscher, G Weiss SafeAI@ AAAI, 83-90, 2020 | 75 | 2020 |
| OODformer: Out-Of-Distribution Detection Transformer R Koner, P Sinhamahapatra, K Roscher, S Günnemann, V Tresp arXiv preprint arXiv:2107.08976, 2021 | 54 | 2021 |
| Is uncertainty quantification in deep learning sufficient for out-of-distribution detection? A Schwaiger, P Sinhamahapatra, J Gansloser, K Roscher Aisafety@ ijcai 54, 2020 | 44 | 2020 |
| ezCar2X: rapid-prototyping of communication technologies and cooperative its applications on real targets and inside simulation environments K Roscher, S Bittl, AA Gonzalez, M Myrtus, J Jiru 11th Conference Wireless Communication and Information, 51-62, 2014 | 39 | 2014 |
| Deutsche Normungsroadmap Künstliche Intelligenz R Adler, A Bunte, S Burton, J Großmann, A Jaschke, P Kleen, JM Lorenz, ... DIN, 2022 | 27 | 2022 |
| CVIP: A Protocol for Complex Interactions Among Connected Vehicles B Häfner, J Jiru, K Roscher, J Ott, GA Schmitt, Y Sevilmis 2020 IEEE Intelligent Vehicles Symposium (IV), 510-515, 2020 | 22 | 2020 |
| From Black-box to White-box: Examining Confidence Calibration under different Conditions F Schwaiger, M Henne, F Küppers, FS Roza, K Roscher, A Haselhoff arXiv preprint arXiv:2101.02971, 2021 | 18 | 2021 |
| Security overhead and its impact in VANETs S Bittl, K Roscher, AA Gonzalez 2015 8th IFIP Wireless and Mobile Networking Conference (WMNC), 192-199, 2015 | 16 | 2015 |
| A position-based routing module for simulation of VANETs in ns-3. K Katsaros, M Dianati, K Roscher SimuTools, 345-352, 2012 | 16 | 2012 |
| 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 | 15 | 2023 |
| Forwarding in vanets: Geonetworking A Tomatis, H Menouar, K Roscher Vehicular ad hoc Networks: Standards, Solutions, and Research, 221-251, 2015 | 15 | 2015 |
| Domain Shifts in Reinforcement Learning: Identifying Disturbances in Environments. T Haider, FS Roza, D Eilers, K Roscher, S Günnemann AISafety@ IJCAI, 2021 | 12 | 2021 |
| Effective certificate distribution in ETSI ITS VANETs using implicit and explicit requests S Bittl, B Aydinli, K Roscher Communication Technologies for Vehicles: 8th International Workshop …, 2015 | 12 | 2015 |
| Concept Correlation and Its Effects on Concept-Based Models L Heidemann, M Monnet, K Roscher Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2023 | 9 | 2023 |
| ezCar2X: a modular software framework for rapid prototyping of C2X applications K Roscher, J Jiru, AA Gonzalez, WA Heidrich 9th ITS European Congress, 2013 | 7 | 2013 |
| Know Thy Neighbor-A Data-Driven Approach to Neighborhood Estimation in VANETs K Roscher, T Nitsche, R Knorr 2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), 1-5, 2017 | 6 | 2017 |
| Low-delay forwarding with multiple candidates for VANETs using multi-criteria decision making K Roscher, J Jiru, R Knorr 2016 IEEE Vehicular Networking Conference (VNC), 1-8, 2016 | 6 | 2016 |
| Towards Human-Interpretable Prototypes for Visual Assessment of Image Classification Models P Sinhamahapatra, L Heidemann, M Monnet, K Roscher arXiv preprint arXiv:2211.12173, 2022 | 5 | 2022 |
| Cooperative glare reduction using V2V radio technology T Steiner, K Roscher, J Jiru 2013 IEEE 5th International Symposium on Wireless Vehicular Communications …, 2013 | 5 | 2013 |
| Measuring Ensemble Diversity and Its Effects on Model Robustness. L Heidemann, A Schwaiger, K Roscher AISafety@ IJCAI, 2021 | 4 | 2021 |
Stephan GünnemannProfessor of Computer Science, Technical University of MunichVerified email at in.tum.de
