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Overcoming data scarcity in biomedical imaging with a foundational multi-task model2024 Nature Computational Science article Medicine Radiomics and Machine Learning in Medical Imaging Open access
Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, Volkmar Schulz, +2 more
73citations -
Model soups improve performance of dermoscopic skin cancer classifiers2022 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access
Roman Christoph Maron, Achim Hekler, Sarah Haggenmüller, Christof V. Kalle, Jochen Sven Utikal, Verena Alexandra Müller, +27 more
9citations -
Downlink CSI Feedback Algorithm With Deep Transfer Learning for FDD Massive MIMO Systems2021 IEEE Transactions on Cognitive Communications and Networking article Computer Science Wireless Signal Modulation Classification cited by 1 patent
Jun Zeng, Jinlong Sun, Guan Gui, Bamidele Adebisi, Tomoaki Otsuki Ohtsuki, Haris Gacanin, +1 more
81citations -
Aspen Open Jets: unlocking LHC data for foundation models in particle physics2025 Machine Learning Science and Technology article Physics and Astronomy Particle physics theoretical and experimental studies Open access
Oz Amram, Luca Anzalone, Joschka Birk, Darius A. Faroughy, Anna Hallin, Gregor Kasieczka, +3 more
7citations -
Denoising diffusion probabilistic models for 3D medical image generation2023 Scientific Reports article Computer Science AI in cancer detection Open access cited by 2 patents
Firas Khader, Gustav Anton Müller‐Franzes, Soroosh Tayebi Arasteh, Tianyu Han, Christoph Haarburger, Maximilian Franz Schulze-Hagen, +9 more
343citations -
Datasets from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection"2024 JuSER (Forschungszentrum Jülich) article Engineering Industrial Vision Systems and Defect Detection Open access
Jan-Lucas Uslu, Alexander Hermans, Bernd Beschoten, Bastian Leibe, Lutz Waldecker, Christoph Stampfer
0citations -
Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part II: Compartmentalization and learning-based recalibration2025 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access
Jan-Frederic Laub, Jiyizhe Zhang, Mathis Heyer, Alexei A. Lapkin
6citations -
Simplifying radiology reports with large language models: privacy-compliant open- versus closed-weight models2026 European Radiology article Medicine Artificial Intelligence in Healthcare and Education Open access
Annemarie Proff, Babak Salam, Mohammed Hayawi, Dmitrij Kravchenko, Narine Mesropyan, Taraneh Aziz-Safaie, +8 more
0citations -
Analog in-memory computing attention mechanism for fast and energy-efficient large language models2025 Nature Computational Science article Engineering Advanced Memory and Neural Computing Open access cited by 1 patent
Nathan Leroux, Paul-Philipp Manea, Chirag Sudarshan, Jan Finkbeiner, Sebastian Siegel, John Paul Strachan, +1 more
24citations -
Transfer of Reinforcement Learning-Based Powertrain Controllers From Model- to Hardware-in-the-Loop2025 IEEE Transactions on Vehicular Technology article Engineering Real-time simulation and control systems
Mario Picerno, Lucas Koch, Kevin Badalian, Marius Wegener, Joschka Schaub, Charles Robert Koch, +1 more
4citations