Conference Agenda

The Mean is the Mirage: Entropy-Adaptive Model Mergingunder Heterogeneous Domain Shifts in Medical Imaging

Sameer Ambekar^1,2,3,4, Reza Nasirigerdeh^5,4, Peter J. Schuffler^5,1,4, Lina Felsner¹, Daniel M. Lang^1,2, Julia A. Schnabel^1,2,3,5,6

¹School of Computation, Information and Technology, Technical University of Munich, Germany; ²Institute of Machine Learning in Biomedical Imaging, Helmholtz Munich, Germany; ³relAI – Konrad Zuse School of Excellence in Reliable AI; ⁴Munich Center for Machine Learning (MCML); ⁵Institute of Pathology, Technical University of Munich, Germany; ⁶School of Biomedical Engineering and Imaging Sciences, King’s College London, UK.

ConvexGating infers gating strategies from clusters in single cell cytometry data

Vincent D Friedrich^1,2, Karola Mai^3,4, Thomas P Hofer⁵, Elfriede Nößner⁵, Lorenzo Bonaguro^3,6,7, Celia L Hartmann^3,8, Aleksej Frolov^3,8,9, Caterina Carraro^3,6, Doaa Hamada^3,10,11, Mehrnoush Hadaddzadeh-Shakiba^3,8, Heidi Theis⁷, Dalila Juliana Silva Ribeiro¹², Dagmar Wachten¹², F Thomas Wunderlich¹³, Markus Scholz^1,14, Fabian J Theis^15,16,17, Matthias Becker^3,4, Marc D Beyer^3,7,8, Joachim L Schultze^3,6,7, Maren Büttner^3,7,15

¹University of Leipzig, Institute for Medical Informatics, Statistics, and Epidemiology, Leipzig, Germany; ²Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI), Leipzig, Germany; ³Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany; ⁴Modular High Performance Computing and Artificial Intelligence, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany; ⁵Research Group Tissue Control of Immunocytes, Helmholtz Center Munich, Munich, Germany; ⁶Life and Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany; ⁷PRECISE Platform for Single Cell Genomics and Epigenomics, DZNE and University of Bonn and West German Genome Center (WGGC), Bonn, Germany; ⁸Immunogenomics & Neurodegeneration, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany; ⁹Department of Microbiology and Immunology, The Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia; ¹⁰Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases and the University of Bonn, Germany; ¹¹Medical Microbiology and Immunology Department, Faculty of Medicine, Mansoura University, Egypt; ¹²Institute of Innate Immunity, Biophysical Imaging, Medical Faculty, University of Bonn, Bonn, Germany; ¹³Max Planck Institute for Metabolism Research, Center for Endocrinology, Diabetes and Preventive Medicine (CEDP), Cologne, Germany; ¹⁴University of Leipzig, Faculty of Mathematics and Computer Science, Leipzig, Germany; ¹⁵Institute of Computational Biology, Helmholtz Center Munich, Germany; ¹⁶Department of Mathematics, Technical University of Munich, Germany; ¹⁷TUM School of Life Sciences Weihenstephan, Technical University of Munich, Germany

RenewBench: Real Energy Data You Can Actually Use

Elena Vollmer^1,3, Andreas Beckert^2,3, Hadeer El Ashhab^1,3, Paul Keil^2,3, Benjamin Schäfer^1,3, Beate Geyer^2,3, Markus Götz^1,3, Tobias Weigel^2,3, Kaleb Phipps¹

¹Karlsruhe Institute of Technology (KIT), Germany; ²Helmholtz-Center Hereon, Germany; ³Helmholtz AI, Germany

Cross Modalities Pretraining of Sparse Lidar and Dense Image Foundation Model for Global Carbon Stock Mapping

Audita Widya Astuti^1,2, Aldino Rizaldy¹, Gunjan Joshi¹, Weikang Yu¹, Peter Steinbach¹, Qi Zhang², Xiao Xiang Zhu², Pedram Ghamisi¹

¹Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany; ²Chair of Data Science in Earth Observation, Technical University of Munich, Munich, Germany

ICD-Code Extraction from Clinical Notes using Large Language Models in a RAG pipeline

Ludwig Krause¹, Martin Dyrba^1,2, Thomas Kirste¹, João Areias Saraiva^1,2

¹Hybrid Methods in Artificial Intelligence and Machine Learning, University of Rostock, Germany; ²German Center for Neurodegenerative Diseases, Rostock, Germany