Interpretable and Fine-Grained Visual Explanations for Convolutional Neural Networks
Wagner, Jorg, Kohler, Jan Mathias, Gindele, Tobias, Hetzel, Leon, Wiedemer, Jakob Thaddaus, Behnke, Sven
Published in 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2019)
Published in 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2019)
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Conference Proceeding
Predicting cellular responses to complex perturbations in high‐throughput screens
Lotfollahi, Mohammad, Klimovskaia Susmelj, Anna, De Donno, Carlo, Hetzel, Leon, Ji, Yuge, Ibarra, Ignacio L, Srivatsan, Sanjay R, Naghipourfar, Mohsen, Daza, Riza M, Martin, Beth, Shendure, Jay, McFaline‐Figueroa, Jose L, Boyeau, Pierre, Wolf, F Alexander, Yakubova, Nafissa, Günnemann, Stephan, Trapnell, Cole, Lopez‐Paz, David, Theis, Fabian J
Published in Molecular systems biology (12.06.2023)
Published in Molecular systems biology (12.06.2023)
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Journal Article
Best practices for single-cell analysis across modalities
Heumos, Lukas, Schaar, Anna C., Lance, Christopher, Litinetskaya, Anastasia, Drost, Felix, Zappia, Luke, Lücken, Malte D., Strobl, Daniel C., Henao, Juan, Curion, Fabiola, Schiller, Herbert B., Theis, Fabian J.
Published in Nature reviews. Genetics (01.08.2023)
Published in Nature reviews. Genetics (01.08.2023)
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Journal Article
Graph representation learning for single-cell biology
Hetzel, Leon, Fischer, David S., Günnemann, Stephan, Theis, Fabian J.
Published in Current opinion in systems biology (01.12.2021)
Published in Current opinion in systems biology (01.12.2021)
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Journal Article
An open-source framework for end-to-end analysis of electronic health record data
Heumos, Lukas, Ehmele, Philipp, Treis, Tim, Upmeier zu Belzen, Julius, Roellin, Eljas, May, Lilly, Namsaraeva, Altana, Horlava, Nastassya, Shitov, Vladimir A., Zhang, Xinyue, Zappia, Luke, Knoll, Rainer, Lang, Niklas J., Hetzel, Leon, Virshup, Isaac, Sikkema, Lisa, Curion, Fabiola, Eils, Roland, Schiller, Herbert B., Hilgendorff, Anne, Theis, Fabian J.
Published in Nature medicine (12.09.2024)
Published in Nature medicine (12.09.2024)
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Journal Article
Expressivity and Generalization: Fragment-Biases for Molecular GNNs
Wollschläger, Tom, Kemper, Niklas, Hetzel, Leon, Sommer, Johanna, Günnemann, Stephan
Year of Publication 12.06.2024
Year of Publication 12.06.2024
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Journal Article
MAGNet: Motif-Agnostic Generation of Molecules from Shapes
Hetzel, Leon, Sommer, Johanna, Rieck, Bastian, Theis, Fabian, Günnemann, Stephan
Year of Publication 30.05.2023
Year of Publication 30.05.2023
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Journal Article
The power of motifs as inductive bias for learning molecular distributions
Sommer, Johanna, Hetzel, Leon, Lüdke, David, Theis, Fabian, Günnemann, Stephan
Year of Publication 04.04.2023
Year of Publication 04.04.2023
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Journal Article
Uncertainty Quantification for Atlas-Level Cell Type Transfer
Engelmann, Jan, Hetzel, Leon, Palla, Giovanni, Sikkema, Lisa, Luecken, Malte, Theis, Fabian
Year of Publication 07.11.2022
Year of Publication 07.11.2022
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Journal Article
Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution
Hetzel, Leon, Böhm, Simon, Kilbertus, Niki, Günnemann, Stephan, Lotfollahi, Mohammad, Theis, Fabian
Year of Publication 28.04.2022
Year of Publication 28.04.2022
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Journal Article
Expressivity and Generalization: Fragment-Biases for Molecular GNNs
Wollschläger, Tom, Kemper, Niklas, Hetzel, Leon, Sommer, Johanna, Günnemann, Stephan
Published in arXiv.org (25.07.2024)
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Published in arXiv.org (25.07.2024)
Paper
MAGNet: Motif-Agnostic Generation of Molecules from Shapes
Hetzel, Leon, Sommer, Johanna, Rieck, Bastian, Theis, Fabian, Günnemann, Stephan
Published in arXiv.org (07.11.2023)
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Published in arXiv.org (07.11.2023)
Paper
The power of motifs as inductive bias for learning molecular distributions
Sommer, Johanna, Hetzel, Leon, Lüdke, David, Theis, Fabian, Günnemann, Stephan
Published in arXiv.org (04.04.2023)
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Published in arXiv.org (04.04.2023)
Paper
Method and device for ascertaining an explanation map
Hetzel, Leon, Wagner, Joerg, Wiedemer, Jakob Thaddaeus, Koehler, Jan Mathias, Gindele, Tobias
Year of Publication 10.10.2023
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Year of Publication 10.10.2023
Patent
METHOD AND DEVICE FOR DETERMINING AN EXPLANATION MAP
KOEHLER, Jan Mathias, WIEDEMER, Jakob Thaddaeus, GINDELE, Tobias, WAGNER, Joerg, HETZEL, Leon
Year of Publication 13.09.2023
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Year of Publication 13.09.2023
Patent
METHOD AND DEVICE FOR ESTABLISHING AN EXPLANATION MAP
KOEHLER, Jan Mathias, WIEDEMER, Jakob Thaddaeus, GINDELE, Tobias, WAGNER, Joerg, HETZEL, Leon
Year of Publication 06.09.2023
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Year of Publication 06.09.2023
Patent
Interpretable and Fine-Grained Visual Explanations for Convolutional Neural Networks
Wagner, Jörg, Köhler, Jan Mathias, Gindele, Tobias, Hetzel, Leon, Wiedemer, Jakob Thaddäus, Behnke, Sven
Year of Publication 07.08.2019
Year of Publication 07.08.2019
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Journal Article
Simulation of non-Pauli Channels
Cope, Thomas, Hetzel, Leon, Banchi, Leonardo, Pirandola, Stefano
Published in arXiv.org (03.11.2017)
Published in arXiv.org (03.11.2017)
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Paper
Journal Article
Method and device for ascertaining an explanation map
Hetzel, Leon, Wagner, Joerg, Wiedemer, Jakob Thaddaeus, Koehler, Jan Mathias, Gindele, Tobias
Year of Publication 09.05.2023
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Year of Publication 09.05.2023
Patent