RJ
Robert Jenssen
cs.LGcs.CVstat.MLeess.IVcs.NEcs.AIcs.ITmath.ITAlgorithmsElectronic Health Records
On Valency
published · living versionsW_q5a8g7q9·v1 · currentpublished
Intrinsic Information-Theoretic Analysis of ReLU Nets
with Johan Mylius-Kroken, Elisabeth Wetzer, Ali Ramezani-Kebrya, Kristoffer Knutsen Wickstrøm
1 version
W_h8j28mz2·v1published
Preprints & journals
102 papers in the corpus · 2010–2026Explicitly Aligned Multi-View Breast Cancer Risk Prediction from Variable-Length Screening Histories2610.16329v1 · Solveig Thrun, Zijun Sun, Suaiba A. Salahuddin et al.2026 · 0 citationsarXiv
SMILE: Self-Explainable Multimodal Information Bottleneck for Medical Diagnosis2609.05174v1 · Yuqing Yang, Alexander Schmatz, Zhaozhao Ma et al.2026 · 0 citationsarXiv
A Station-Based Evaluation of Machine Learning-based Weather Forecasting Models in Northern Norway2609.10564v1 · Siyan Chen, Lars Uebbing, Eirik Mikal Samuelsen et al.2026 · 0 citationsarXivon Valency
Longitudinal Multi-View Breast Cancer Risk Prediction2607.11343v1 · Solveig Thrun, Zijun Sun, Suaiba A. Salahuddin et al.2026 · 0 citationsarXiv
ProtoX-AD: Self-Explainable Time Series Anomaly Detection and Characterization2606.13277v1 · Aitor S'anchez-Ferrera, Elisabeth Wetzer, Kristoffer Wickstr\om et al.2026 · 0 citationsarXiv
OVA-IB: One vs All Information Bottleneck for Multi-Modal Alignment2605.29900v1 · Tianchao Li, Shujian Yu, Xinrui Zu et al.2026 · 0 citationsarXiv
NOFE - Neural Operator Function Embedding2605.11970v2 · Lars Uebbing, Harald L. Joakimsen, Siyan Chen et al.2026 · 0 citationsarXiv
WindINR: Latent-State INR for Fast Local Wind Query and Correction in Complex Terrain2605.09511v2 · Yi Xiao, Qilong Jia, Hang Fan et al.2026 · 0 citationsarXiv
A robust and versatile deep learning model for prediction of the arterial input function in dynamic small animal [18F] FDG PET imaging.41803557 · Salomonsen, Christian, Luppino, Luigi T, Aspheim, Fredrik et al.2026 · 0 citationsEJNMMI research. 2026;16(1)
Keypoint Counting Classifiers: Turning Vision Transformers into Self-Explainable Models Without Training2512.17891v1 · Kristoffer Wickstr\om, Teresa Dorszewski, Siyan Chen et al.2025 · 0 citationsarXiv
The Impact of Longitudinal Mammogram Alignment on Breast Cancer Risk Assessment2511.08328v2 · Solveig Thrun, Stine Hansen, Zijun Sun et al.2025 · 0 citationsarXiv
Fast Voxel-Wise Kinetic Modeling in Dynamic PET using a Physics-Informed CycleGAN2510.23140v1 · Christian Salomonsen, Samuel Kuttner, Michael Kampffmeyer et al.2025 · 0 citationsarXiv
Random Window Augmentations for Deep Learning Robustness in CT and Liver Tumor Segmentation2510.08116v1 · Eirik A. \Ostmo, Kristoffer K. Wickstr\om, Keyur Radiya et al.2025 · 0 citationsarXiv
Mammo-CLIP Dissect: A Framework for Analysing Mammography Concepts in Vision-Language Models2509.21102v1 · Suaiba Amina Salahuddin, Teresa Dorszewski, Marit Almenning Martiniussen et al.2025 · 0 citationsarXiv
WiseLVAM: A Novel Framework For Left Ventricle Automatic Measurements2508.12023v2 · Durgesh Kumar Singh, Qing Cao, Sarina Thomas et al.2025 · 0 citationsarXiv
SuperCM: Improving Semi-Supervised Learning and Domain Adaptation through differentiable clustering2507.13779v1 · Durgesh Singh, Ahcene Boubekki, Robert Jenssen et al.2025 · 2 citationsPattern Recognition 2025
A robust and versatile deep learning model for prediction of the arterial input function in dynamic small animal FDG PET imaging2507.02367v2 · Christian Salomonsen, Luigi T Luppino, Fredrik Aspheim et al.2025 · 1 citationarXiv
BrainIB: Interpretable Brain Network-Based Psychiatric Diagnosis With Graph Information Bottleneck.39269791 · Zheng, Kaizhong, Yu, Shujian, Li, Baojuan et al.2025 · 56 citationsIEEE transactions on neural networks and learning systems. 2025;36(7):13066-13079
The Conditional Cauchy-Schwarz Divergence With Applications to Time-Series Data and Sequential Decision Making.40100651 · Yu, Shujian, Li, Hongming, Lokse, Sigurd et al.2025 · 10 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(7):5901-5917
Supercm: Revisiting Clustering for Semi-Supervised Learning2506.23824v1 · Durgesh Singh, Ahcene Boubekki, Robert Jenssen et al.2025 · 2 citations10.1109/ICASSP49357.2023.10095856
EnLVAM: Enhanced Left Ventricle Linear Measurements Utilizing Anatomical Motion Mode2506.22063v1 · Durgesh K. Singh, Ahcene Boubekki, Qing Cao et al.2025 · 0 citationsarXiv
Reconsidering Explicit Longitudinal Mammography Alignment for Enhanced Breast Cancer Risk Prediction2506.19363v1 · Solveig Thrun, Stine Hansen, Zijun Sun et al.2025 · 2 citationsarXiv
Aggregation of Dependent Expert Distributions in Multimodal Variational Autoencoders2505.01134v1 · Rogelio A Mancisidor, Robert Jenssen, Shujian Yu et al.2025 · 0 citationsarXiv
From Colors to Classes: Emergence of Concepts in Vision Transformers2503.24071v1 · Teresa Dorszewski, Lenka Tetkov'a, Robert Jenssen et al.2025 · 8 citationsarXiv
Natural Language Processing for Electronic Health Records in Scandinavian Languages: Norwegian, Swedish, and Danish2503.18539v1 · Ashenafi Zebene Woldaregay, J\orgen Aarmo Lund, Phuong Dinh Ngo et al.2025 · 0 citationsarXiv
REPEAT: Improving Uncertainty Estimation in Representation Learning Explainability2412.08513v1 · Kristoffer K. Wickstr\om, Thea Brusch, Michael C. Kampffmeyer et al.2024 · 0 citationsarXiv
FLEXtime: Filterbank learning to explain time series2411.05841v3 · Thea Brusch, Kristoffer K. Wickstr\om, Mikkel N. Schmidt et al.2024 · 0 citationsarXiv
FreqRISE: Explaining time series using frequency masking2406.13584v2 · Thea Brusch, Kristoffer Knutsen Wickstr\om, Mikkel N. Schmidt et al.2024 · 0 citationsarXiv
Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications2405.04061v3 · Mingfei Lu, Chenxu Li, Shujian Yu et al.2024 · 3 citationsarXiv
Cauchy-Schwarz Divergence Information Bottleneck for Regression2404.17951v1 · Shujian Yu, Xi Yu, Sigurd L\okse et al.2024 · 3 citationsarXiv
Deep-learning-derived input function in dynamic [18F]FDG PET imaging of mice.39381031 · Kuttner, Samuel, Luppino, Luigi T, Convert, Laurence et al.2024 · 13 citationsFrontiers in nuclear medicine. 2024;4:1372379
View it like a radiologist: Shifted windows for deep learning augmentation of CT images2311.14990v1 · Eirik A. \Ostmo, Kristoffer K. Wickstr\om, Keyur Radiya et al.2023 · 5 citations2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), 1-6
ADNet++: A few-shot learning framework for multi-class medical image volume segmentation with uncertainty-guided feature refinement.37541101 · Hansen, Stine, Gautam, Srishti, Salahuddin, Suaiba Amina et al.2023 · 29 citationsMedical image analysis. 2023;89:102870
Analysis of Deep Convolutional Neural Networks Using Tensor Kernels and Matrix-Based Entropy.37372243 · Wickstrøm, Kristoffer K, Løkse, Sigurd, Kampffmeyer, Michael C et al.2023 · 1 citationEntropy (Basel, Switzerland). 2023;25(6)
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images.37207397 · Wickstrøm, Kristoffer Knutsen, Østmo, Eirik Agnalt, Radiya, Keyur et al.2023 · 25 citationsComputerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society. 2023;107:102239
On the Effects of Self-supervision and Contrastive Alignment in Deep Multi-view Clustering2303.09877v1 · Daniel J. Trosten, Sigurd L\okse, Robert Jenssen et al.2023 · 59 citationsarXiv
Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-shot Learning with Hyperspherical Embeddings2303.09352v1 · Daniel J. Trosten, Rwiddhi Chakraborty, Sigurd L\okse et al.2023 · 30 citationsarXiv
ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model2210.08151v1 · Srishti Gautam, Ahcene Boubekki, Stine Hansen et al.2022 · 20 citationsarXiv
Principle of Relevant Information for Graph Sparsification2206.00118v1 · Shujian Yu, Francesco Alesiani, Wenzhe Yin et al.2022 · 4 citationsarXiv
The Kernelized Taylor Diagram2205.08864v1 · Kristoffer Wickstr\om, J. Emmanuel Johnson, Sigurd L\okse et al.2022 · 6 citationsarXiv
Code-Aligned Autoencoders for Unsupervised Change Detection in Multimodal Remote Sensing Images.35552141 · Luppino, Luigi Tommaso, Hansen, Mads Adrian, Kampffmeyer, Michael et al.2024 · 174 citationsIEEE transactions on neural networks and learning systems. 2022;PP
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series2203.09270v1 · Kristoffer Wickstr\om, Michael Kampffmeyer, Karl \Oyvind Mikalsen et al.2022 · 113 citationsarXiv
Anomaly detection-inspired few-shot medical image segmentation through self-supervision with supervoxels.35272250 · Hansen, Stine, Gautam, Srishti, Jenssen, Robert et al.2022 · 169 citationsMedical image analysis. 2022;78:102385
Demonstrating The Risk of Imbalanced Datasets in Chest X-ray Image-based Diagnostics by Prototypical Relevance Propagation2201.03559v1 · Srishti Gautam, Marina M.-C. Hohne, Stine Hansen et al.2022 · 6 citationsarXiv
RELAX: Representation Learning Explainability2112.10161v2 · Kristoffer K. Wickstr\om, Daniel J. Trosten, Sigurd L\okse et al.2021 · 15 citationsarXiv
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks2111.03845v1 · Qinghui Liu, Michael Kampffmeyer, Robert Jenssen et al.2021 · 25 citationsarXiv
Discriminative Multimodal Learning via Conditional Priors in Generative Models2110.04616v3 · Rogelio A. Mancisidor, Michael Kampffmeyer, Kjersti Aas et al.2021 · 5 citationsarXiv
This looks more like that: Enhancing Self-Explaining Models by Prototypical Relevance Propagation2108.12204v1 · Srishti Gautam, Marina M.-C. Hohne, Stine Hansen et al.2021 · 46 citationsarXiv
On the Use of Time Series Kernel and Dimensionality Reduction to Identify the Acquisition of Antimicrobial Multidrug Resistance in the Intensive Care Unit2107.10398v1 · 'Oscar Escudero-Arnanz, Joaqu'in Rodr'iguez-'Alvarez, Karl \Oyvind Mikalsen et al.2021 · 2 citationsarXiv
Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series.33284756 · Wickstrom, Kristoffer, Mikalsen, Karl Oyvind, Kampffmeyer, Michael et al.2021 · 51 citationsIEEE journal of biomedical and health informatics. 2021;25(7):2435-2444
Career total: 239 works. 102 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.