In the Department of Machine Learning, we develop models to improve decision making in clinical brain research.

01
Hammelrath, L., Rane, R. P., Gijsen, S., Jüres, F., Brose, A., Ritter, K., ... & Knaevelsrud, C.

Comparing personalized and population-based models for predicting momentary negative affect in internalizing disorders: A digital phenotyping study

Apr 28, 2026 | Neuroscience Applied
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03
Ritter, K., Brandt, L., & Walter, H.

KI in der Psychiatrie

Feb 18, 2026 | Nervenheilkunde
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Heinrichs, B., Diegelmann, D., Friedrich, O., Heinrichs, J. H., Kellmeyer, P., Madai, V. I., ... & Schleidgen, S.

Neuroethik–eine Bestandsaufnahme und ein Blick in die Zukunft.

Feb 09, 2026 | Ethik in der Medizin, 1-14.
05
Serin, E., Ritter, K., Schumann, G., Banaschewski, T., Marquand, A., & Walter, H

Generating synthetic task-based brain fingerprints for population neuroscience using deep learning

Nov 14, 2025 | Communications Biology
06
Schulz, M. A., Siegel, N. T., & Ritter, K.

Brain-age models with lower age prediction accuracy have higher sensitivity for disease detection

Oct 28, 2025 | PLOS Biology, 23(10)
07
Gijsen, S., & Ritter, K.

EEG-Language Modeling for Pathology Detection

Aug 11, 2025 | ICML 2025
08
Reinhardt, P., Zacharias, N., Fislage, M., Böhmer, J., Hollunder, B., Reppmann, Z., ... & Winterer, G.

Machine Learning Classification of Smoking Behaviours-From Social Environment to the Prefrontal Cortex

Aug 01, 2025 | Addiction Biology
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Siegel, N. T., Kainmueller, D., Deniz, F., Ritter, K., & Schulz, M. A.

Do Transformers and CNNs Learn Different Concepts of Brain Age?

Jun 09, 2025 | Human Brain Mapping
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Seiler, M., & Ritter, K.

Pioneering new paths: the role of generative modelling in neurological disease research

Apr 01, 2025 | Pflügers Archiv-European Journal of Physiology, 477(4), 571-589