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Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning



Martin Genzel , Ingo Gühring , Jan Macdonald , Maximilian März

* ICML 2022 (long talk). Code available at https://github.com/jmaces/aapm-ct-challenge. arXiv admin note: text overlap with arXiv:2106.00280 

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A Complete Characterisation of ReLU-Invariant Distributions



Jan Macdonald , Stephan Wäldchen

* 39 pages, 9 Figures 

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Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings



Jan Macdonald , Mathieu Besançon , Sebastian Pokutta

* 16 pages, 19 figures, 1 table 

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AAPM DL-Sparse-View CT Challenge Submission Report: Designing an Iterative Network for Fanbeam-CT with Unknown Geometry



Martin Genzel , Jan Macdonald , Maximilian März

* This is a technical report of a method participating in a not yet finished challenge. Therefore, it does not contain any final results. In particular, the reported reconstruction errors are only with respect to our own validation split of the provided training data. Once the official challenge report is released, these values will be updated with the results from the actual test set 

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Solving Inverse Problems With Deep Neural Networks -- Robustness Included?



Martin Genzel , Jan Macdonald , Maximilian März


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Interval Neural Networks as Instability Detectors for Image Reconstructions



Jan Macdonald , Maximilian März , Luis Oala , Wojciech Samek

* JM, MM and LO contributed equally 

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Interval Neural Networks: Uncertainty Scores



Luis Oala , Cosmas Heiß , Jan Macdonald , Maximilian März , Wojciech Samek , Gitta Kutyniok

* LO and CH contributed equally 

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A Rate-Distortion Framework for Explaining Neural Network Decisions



Jan Macdonald , Stephan Wäldchen , Sascha Hauch , Gitta Kutyniok


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The Oracle of DLphi



Dominik Alfke , Weston Baines , Jan Blechschmidt , Mauricio J. del Razo Sarmina , Amnon Drory , Dennis Elbrächter , Nando Farchmin , Matteo Gambara , Silke Glas , Philipp Grohs , Peter Hinz , Danijel Kivaranovic , Christian Kümmerle , Gitta Kutyniok , Sebastian Lunz , Jan Macdonald , Ryan Malthaner , Gregory Naisat , Ariel Neufeld , Philipp Christian Petersen , Rafael Reisenhofer , Jun-Da Sheng , Laura Thesing , Philipp Trunschke , Johannes von Lindheim , David Weber , Melanie Weber


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