Lift what you can: green online learning with heterogeneous ensembles
- Publication Venue: Data Mining and Knowledge Discovery
- Authors: Koebschall, K.; Buschjäger, S., Fischer, R., Hartung, L.; Kramer, S.
- Project: Teilproject 4 ressource efficiency vs. transparency
- Publication Venue: NAACL Proceedings of the 2025 Conference (Volume 1: Long Papers)
- Authors: Bui, M. D., von der Wense, K., Lauscher, A.
- Project: Teilprojekt 5 resource efficiency vs. fairness
Large Language Models Discriminate Against Speakers of German Dialects
- Publication Venue: EMNLP 2025
- Authors: Bui, M. D., Holtermann, C., Hofmann, V., Lauscher, A., von der Wense, K.
- Project: Teilproject 5 resource efficiency vs. fairness
- Publication Venue: ACL 2025
- Authors: Bui, M. D., Park, K. E., Glavaš, G., Schmidt, F. D., von der Wense, K.
- Project: Teilproject 5 resource efficiency vs. fairness
Exploring the Design Space of Fair Tree Learning Algorithms
- Publication Venue: Proceedings of Discovery Science 2025
- Authors: Stempel, K., Cerrato, M., Kramer, S.
- Project: Teilprojekt 1 fairness vs. transparency
Stochastic Fairness Interventions Are Arbitrary
- Publication Venue: Proceedings of Fourth European Workshop on Algorithmic Fairness
- Authors: Cerrato, M., Köppel, M., Stempel, K., Wolf, P., Kramer, S.
- Project: Teilprojekt 1 fairness vs. transparency
Benefits of the Federation? Analyzing the Impact of Fair Federated Learning at the Client Level
- Publication Venue: Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency
- Authors: Heilmann, X., Corbucci, L., Cerrato, M.
- Project: Teilprojekt 2 fairness vs. privacy
A Benchmark for Client-level Fairness in Federated Learning
- Publication Venue: Proceedings of Fourth European Workshop on Algorithmic Fairness
- Authors: Heilmann, X., Corbucci, L., Cerrato, M.
- Project: Teilprojekt 2 fairness vs. privacy
cuTeBool: Fast and Scalable Boolean Matrix Factorization on GPUs Using Tensor Cores
- Publication Venue: International Conference on Computational Science 2025
- Authors: Beyer, A., Henkys, V., Kobus, R., Kramer, S., Schmidt, B.
- Project: Teilproject 3 ressource efficiency vs. privacy
Adaptive differentiable trees for transparent learning on data streams
- Publication Venue: Machine Learning Journal (Special Issue on Discovery Science)
- Authors: Koebschall, K., Hartung, L., Kramer, S.
- Project: Teilproject 4 ressource efficiency vs. transparency
Introducing Geo-Glocal Explainable AI
- Publication Venue: IEEE Access
- Authors: Roussel, C., Böhm, K.
- Project: KI-Lab Hochschule Mainz
Understanding Machine-Learning-Based Urban Parking Predictions: A Dashboard Approach
- Publication Venue: IEEE Access
- Authors: Rolwes, A., Roussel, C., Müller, T., Böhm, K., Raßmann, G., Weiß, J. N., Weichold, T., Balzer, B.
- Project: KI-Lab Hochschule Mainz
Multi-Granularity Explanation for Geographic Prediction: A Survey
- Publication Venue: KI – Künstliche Intelligenz (Springer)
- Authors: Roussel, C., Böhm, K.
- Project: KI-Lab Hochschule Mainz
Studying Privacy Aspects of Learned Knowledge Bases in the Context of Synthetic and Medical Data
- Publication Venue: Studies in Health Technology and Informatics, 317:261–269
- Authors: Heilmann, X., Henkys, V., Apeldoorn, D., Strauch, K., Schmidt, B., Lilienthal, T., Panholzer, T.
- Project: Teilprojekt 2, 3 und 6
Visualization of Explainable Artificial Intelligence for GeoAI
- Publication Venue: Frontiers in Computer Science – Section Computer Graphics and Visualization
- Authors: Roussel, C.
- Project: Hochschule Mainz, KI-Lab
Peer Learning: Learning Complex Policies from Scratch via Action Recommendations
- Publication Venue: Proceedings of the 38th AAAI Conference on Artificial Intelligence
- Authors: Derstroff, C., Cerrato, M., Bruegger, J., Kramer, S.
- Project: —
Differentially Private Sum-Product Networks
- Publication Venue: Proceedings of the ICML 2024
- Authors: Heilmann, X., Cerrato, M., Althaus, E.
- Project: Teilprojekt 2 fairness vs privacy
Soft Hoeffding Tree: A Transparent and Differentiable Model on Data Streams
- Publication Venue: Proceedings of Discovery Science 2024
- Authors: Koebschall, K., Hartung, L., Kramer, S.
- Project: Teilprojekt 4 ressource efficiency vs. transparency
Comprehensible Extraction of Knowledge Bases for Learning Agents in Games
- Publication Venue: KI- Künstliche Intelligenz, Springer Verlag
- Authors: Apeldoorn, D.
- Project: Teilprojekt 6 transparency vs. privacy
- Publication Venue: GMS Med Inform Biom Epidemiol 2024;20:Doc10
- Authors: Apeldoorn, D.
- Project: Teilprojekt 6 transparency vs. privacy
Visualizing Uncertainty in AI for Accident Severity Classification
- Publication Venue: Proceedings of the 28th International Conference Information Visualisation
- Authors: Roussel, C., Böhm, K., Jakobi, B., Vlasov, A., Schmidt, D., Braun, S., Rolwes, A.
- Project: Hochschule Mainz, KI-Lab
Comparison and Incorporation of Reasoning and Learning Approaches for Cancer Therapy Research
- Publication Venue: IEEE Access
- Authors: Thevapalan, A., Apeldoorn, D., Kern-Isberner, G., Meyer, R. G., Nietzke, M., Panholzer, T.
- Project: Teilprojekt 6 transparency vs. privacy
Analysis of Semi-Global Factors Influencing the Prediction of Crash Severity
- Publication Venue: ISPRS International Journal of Geo-Information (MDPI)
- Authors: Frank, J., Roussel, C., Böhm, K.
- Project: KI-Lab Hochschule Mainz
Metric Differential Privacy on the Special Orthogonal Group SO(3)
- Publication Venue: Journal of Cybersecurity and Privacy
- Authors: Hildebrandt, A. K., Schomer, E., Hildebrandt, A.
Invariant Representations with Stochastically Quantized Neural Networks
- Publication Venue: Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 37 No. 6
- Authors: Cerrato, M., Köppel, M., Esposito, R., Kramer, St.
- Project: Teilprojekt 1 interpretability vs. fairness
Comparison and Incorporation of Reasoning and Learning Approaches for Cancer Therapy Research
- Publication Venue: Studies in Health Technology and Informatics (GMDS 2023)
- Authors: Thevapalan, A., Apeldoorn, D., Kern-Isberner, G., Meyer, R. G., Nietzke, M., Panholzer, T.
- Project: Teilprojekt 6 transparency vs. privacy
- Publication Venue: Isprs – International Journal of Geo-Information
- Authors: Roussel, C., Böhm, K.
- Project: Hochschule Mainz, KI-Lab
The Case for Correctability in Fair Machine Learning
- Publication Venue: Proceedings of the 2nd European Workshop on Algorithmic Fairness (EWAF 2023)
- Authors: Cerrato, M., Vallenas Coronel, A., Köppel, M.
- Project: Teilprojekt 1 fairness vs. interpretability
Privacy-Preserving Learning of Random Forests without Revealing the Trees
- Publication Venue: Proceedings of the 26th International Conference on Discovery Science (DS 2023)
- Authors: Bammert, L.M., Kramer S., Cerrato M., Althaus E.
- Project: Teilprojekt 2 privacy vs. fairness
