Equivariant neural operators for gradient-consistent topology optimization
Erzmann, David, Dittmer, Sören
Published in Journal of computational design and engineering (01.06.2024)
Published in Journal of computational design and engineering (01.06.2024)
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Journal Article
The impact of imputation quality on machine learning classifiers for datasets with missing values
Shadbahr, Tolou, Roberts, Michael, Stanczuk, Jan, Gilbey, Julian, Teare, Philip, Dittmer, Sören, Thorpe, Matthew, Torné, Ramon Viñas, Sala, Evis, Lió, Pietro, Patel, Mishal, Preller, Jacobus, Rudd, James H F, Mirtti, Tuomas, Rannikko, Antti Sakari, Aston, John A D, Tang, Jing, Schönlieb, Carola-Bibiane
Published in Communications medicine (06.10.2023)
Published in Communications medicine (06.10.2023)
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Journal Article
Regularization by Architecture: A Deep Prior Approach for Inverse Problems
Dittmer, Sören, Kluth, Tobias, Maass, Peter, Otero Baguer, Daniel
Published in Journal of mathematical imaging and vision (01.04.2020)
Published in Journal of mathematical imaging and vision (01.04.2020)
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Journal Article
Singular Values for ReLU Layers
Dittmer, Soren, King, Emily J., Maass, Peter
Published in IEEE transaction on neural networks and learning systems (01.09.2020)
Published in IEEE transaction on neural networks and learning systems (01.09.2020)
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Journal Article
Bayesian view on the training of invertible residual networks for solving linear inverse problems
Arndt, Clemens, Dittmer, Sören, Heilenkötter, Nick, Iske, Meira, Kluth, Tobias, Nickel, Judith
Published in Inverse problems (01.04.2024)
Published in Inverse problems (01.04.2024)
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Journal Article
A pipeline to further enhance quality, integrity and reusability of the NCCID clinical data
Breger, Anna, Selby, Ian, Roberts, Michael, Babar, Judith, Gkrania-Klotsas, Effrossyni, Preller, Jacobus, Escudero Sánchez, Lorena, Rudd, James H F, Aston, John A D, Weir-McCall, Jonathan R, Sala, Evis, Schönlieb, Carola-Bibiane
Published in Scientific data (27.07.2023)
Published in Scientific data (27.07.2023)
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Journal Article
Recent methodological advances in federated learning for healthcare
Zhang, Fan, Kreuter, Daniel, Chen, Yichen, Dittmer, Sören, Tull, Samuel, Shadbahr, Tolou, Schut, Martijn, Asselbergs, Folkert, Kar, Sujoy, Sivapalaratnam, Suthesh, Williams, Sophie, Koh, Mickey, Henskens, Yvonne, de Wit, Bart, D’Alessandro, Umberto, Bah, Bubacarr, Secka, Ousman, Nachev, Parashkev, Gupta, Rajeev, Trompeter, Sara, Boeckx, Nancy, van Laer, Christine, Awandare, Gordon A., Sarpong, Kwabena, Amenga-Etego, Lucas, Leers, Mathie, Huijskens, Mirelle, McDermott, Samuel, Ouwehand, Willem H., Rudd, James, Schӧnlieb, Carola-Bibiane, Gleadall, Nicholas, Roberts, Michael, Preller, Jacobus, Rudd, James H.F., Aston, John A.D., Schönlieb, Carola-Bibiane, Gleadall, Nicholas, Roberts, Michael
Published in Patterns (New York, N.Y.) (14.06.2024)
Published in Patterns (New York, N.Y.) (14.06.2024)
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Journal Article
Navigating the development challenges in creating complex data systems
Dittmer, Sören, Roberts, Michael, Gilbey, Julian, Biguri, Ander, Selby, Ian, Breger, Anna, Thorpe, Matthew, Weir-McCall, Jonathan R., Gkrania-Klotsas, Effrossyni, Korhonen, Anna, Jefferson, Emily, Langs, Georg, Yang, Guang, Prosch, Helmut, Stanczuk, Jan, Tang, Jing, Babar, Judith, Escudero Sánchez, Lorena, Teare, Philip, Patel, Mishal, Wassin, Marcel, Holzer, Markus, Walton, Nicholas, Lió, Pietro, Shadbahr, Tolou, Sala, Evis, Preller, Jacobus, Rudd, James H. F., Aston, John A. D., Schönlieb, Carola-Bibiane
Published in Nature machine intelligence (01.07.2023)
Published in Nature machine intelligence (01.07.2023)
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Journal Article
FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization
Zhang, Fan, Esteve-Yagüe, Carlos, Dittmer, Sören, Schönlieb, Carola-Bibiane, Roberts, Michael
Year of Publication 29.05.2024
Year of Publication 29.05.2024
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Journal Article
Unsupervised Learning of the Total Variation Flow
Grossmann, Tamara G, Dittmer, Sören, Korolev, Yury, Schönlieb, Carola-Bibiane
Year of Publication 09.06.2022
Year of Publication 09.06.2022
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Journal Article
Invertible residual networks in the context of regularization theory for linear inverse problems
Arndt, Clemens, Denker, Alexander, Dittmer, Sören, Heilenkötter, Nick, Iske, Meira, Kluth, Tobias, Maass, Peter, Nickel, Judith
Published in arXiv.org (20.12.2023)
Published in arXiv.org (20.12.2023)
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Journal Article
The curious case of the test set AUROC
Roberts, Michael, Hazan, Alon, Dittmer, Sören, Rudd, James H. F, Schönlieb, Carola-Bibiane
Year of Publication 19.12.2023
Year of Publication 19.12.2023
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Journal Article
Bayesian view on the training of invertible residual networks for solving linear inverse problems
Arndt, Clemens, Dittmer, Sören, Heilenkötter, Nick, Iske, Meira, Kluth, Tobias, Nickel, Judith
Year of Publication 19.07.2023
Year of Publication 19.07.2023
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Journal Article
Reinterpreting survival analysis in the universal approximator age
Dittmer, Sören, Roberts, Michael, Preller, Jacobus, COVNET, AIX, Rudd, James H. F, Aston, John A. D, Schönlieb, Carola-Bibiane
Year of Publication 25.07.2023
Year of Publication 25.07.2023
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