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Principle of Relevant Information for Graph Sparsification



Shujian Yu , Francesco Alesiani , Wenzhe Yin , Robert Jenssen , Jose C. Principe

* accepted by UAI-22 

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The Kernelized Taylor Diagram



Kristoffer Wickstrøm , J. Emmanuel Johnson , Sigurd Løkse , Gustau Camps-Valls , Karl Øyvind Mikalsen , Michael Kampffmeyer , Robert Jenssen

* Accepted at the Norwegian Artificial Intelligence Symposium 2022. Code available at: https://github.com/Wickstrom/KernelizedTaylorDiagram 

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BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck



Kaizhong Zheng , Shujian Yu , Baojuan Li , Robert Jenssen , Badong Chen

* 12 pages, 4 figures 

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Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series



Kristoffer Wickstrøm , Michael Kampffmeyer , Karl Øyvind Mikalsen , Robert Jenssen

* Published in Journal of Pattern Recognition Letters: https://www.sciencedirect.com/science/article/pii/S0167865522000502 Code available at: https://github.com/Wickstrom/MixupContrastiveLearning 

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Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels



Stine Hansen , Srishti Gautam , Robert Jenssen , Michael Kampffmeyer

* Accepted in Medical Image Analysis 

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Demonstrating The Risk of Imbalanced Datasets in Chest X-ray Image-based Diagnostics by Prototypical Relevance Propagation



Srishti Gautam , Marina M. -C. Höhne , Stine Hansen , Robert Jenssen , Michael Kampffmeyer

* To appear in ISBI 2022 

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RELAX: Representation Learning Explainability



Kristoffer K. Wickstrøm , Daniel J. Trosten , Sigurd Løkse , Karl Øyvind Mikalsen , Michael C. Kampffmeyer , Robert Jenssen


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Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks



Qinghui Liu , Michael Kampffmeyer , Robert Jenssen , Arnt-Børre Salberg

* 24 pages, 11 figures, submitted to IJRS 

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Discriminative Multimodal Learning via Conditional Priors in Generative Models



Rogelio A. Mancisidor , Michael Kampffmeyer , Kjersti Aas , Robert Jenssen


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This looks more like that: Enhancing Self-Explaining Models by Prototypical Relevance Propagation



Srishti Gautam , Marina M. -C. Höhne , Stine Hansen , Robert Jenssen , Michael Kampffmeyer


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