CE
Carl Henrik Ek
cs.LGstat.MLcs.CVcs.AIcs.ROArtificial intelligenceMachine learningmath.PRAsthmabioinformatics
On Valency
published · living versionsW_p626bb6d·v1 · currentpublished
Forgetting to Improve: Principled Data Removal in Active Learning
with Manuel Wendl, Erik Englesson, Andreas Krause
1 version
Preprints & journals
50 papers in the corpus · 2012–2026Generative Models as Adaptive Trust Regions for Discrete Bayesian Optimisation2610.16992v1 · Michael Dodds, Erik Bodin, Sebastian W. Ober et al.2026 · 0 citationsarXiv
DeepSynBa: actionable drug combination prediction with complete dose-response profiles.42324597 · Kuru, Halil Ibrahim, Zhang, Haoting, Rattray, Magnus et al.2026 · 1 citationBioinformatics (Oxford, England). 2026;42(7)
Discovering mathematical concepts through a multi-agent system2603.04528v2 · Daattavya Aggarwal, Oisin Kim, Carl Henrik Ek et al.2026 · 0 citationsarXiv
VIKING: Deep variational inference with stochastic projections2510.23684v1 · Samuel G. Fadel, Hrittik Roy, Nicholas Kramer et al.2025 · 0 citationsarXiv
No-Regret Thompson Sampling for Finite-Horizon Markov Decision Processes with Gaussian Processes2510.20725v1 · Jasmine Bayrooti, Sattar Vakili, Amanda Prorok et al.2025 · 0 citationsarXiv
Prognostic value of admission ROTEM in trauma: enhancing 30-day all-cause mortality prediction using machine learning.41117907 · Kildal, Villiam V, Dahlberg, Martin, Ek, Carl Henrik et al.2025 · 4 citationsEuropean journal of trauma and emergency surgery : official publication of the European Trauma Society. 2025;51(1):301
Bayesian Nonparametric Dynamical Clustering of Time Series2510.06919v2 · Adri'an P'erez-Herrero, Paulo F'elix, Jes'us Presedo et al.2025 · 0 citationsarXiv
Sample-Efficient Optimisation over the Outputs of Generative Models2509.23800v3 · Samuel Willis, Paul Duckworth, Jack Simons et al.2025 · 0 citationsarXiv
Beyond Quantification: Navigating Uncertainty in Professional AI Systems2509.03271v1 · Sylvie Delacroix, Diana Robinson, Umang Bhatt et al.2025 · 11 citationsRSS Data Science (2025)
Learning from Preferences and Mixed Demonstrations in General Settings2508.14027v1 · Jason R Brown, Carl Henrik Ek, Robert D Mullins2025 · 0 citationsarXiv
Machine learning electrocardiography model to differentiate takotsubo syndrome from myocardial infarction.40984998 · Hakansson, Felicia H K, Bodin, Erik, Dutordoir, Vincent et al.2025 · 1 citationEuropean heart journal. Digital health. 2025;6(5):929-938
External exposome and incident asthma across the life course in 14 European cohorts: a prospective analysis within the EXPANSE project.40672052 · Yu, Zhebin, Kress, Sara, Blay, Natalia et al.2025 · 15 citationsThe Lancet regional health. Europe. 2025;54:101314
Calabi-Yau metrics through Grassmannian learning and Donaldson's algorithm2410.11284v2 · Carl Henrik Ek, Oisin Kim, Challenger Mishra2024 · 1 citationContemporary Mathematics 835 (2026), American Mathematical Society
Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling2410.04988v2 · Jasmine Bayrooti, Carl Henrik Ek, Amanda Prorok2024 · 1 citationarXiv
Variance reduction of diffusion model's gradients with Taylor approximation-based control variate2408.12270v1 · Paul Jeha, Will Grathwohl, Michael Riis Andersen et al.2024 · 0 citationsarXiv
Linear combinations of latents in generative models: subspaces and beyond2408.08558v8 · Erik Bodin, Alexandru Stere, Dragos D. Margineantu et al.2024 · 0 citationsarXiv
Reparameterization invariance in approximate Bayesian inference2406.03334v2 · Hrittik Roy, Marco Miani, Carl Henrik Ek et al.2024 · 0 citationsarXiv
SynBa: improved estimation of drug combination synergies with uncertainty quantification.37387161 · Zhang, Haoting, Ek, Carl Henrik, Rattray, Magnus et al.2023 · 4 citationsBioinformatics (Oxford, England). 2023;39(39 Suppl 1):i121-i130
Identifying latent distances with Finslerian geometry2212.10010v2 · Alison Pouplin, David Eklund, Carl Henrik Ek et al.2022 · 0 citationsarXiv
A locally time-invariant metric for climate model ensemble predictions of extreme risk2211.16367v3 · Mala Virdee, Markus Kaiser, Emily Shuckburgh et al.2022 · 2 citationsarXiv
Aligned Multi-Task Gaussian Process2110.15761v1 · Olga Mikheeva, Ieva Kazlauskaite, Adam Hartshorne et al.2021 · 1 citationarXiv
Deep Neural Networks as Point Estimates for Deep Gaussian Processes2105.04504v2 · Vincent Dutordoir, James Hensman, Mark van der Wilk et al.2021 · 11 citationsarXiv
Black-box density function estimation using recursive partitioning2010.13632v2 · Erik Bodin, Zhenwen Dai, Neill D. F. Campbell et al.2020 · 0 citationsarXiv
Visual and tactile 3D point cloud data from real robots for shape modeling and completion.32258263 · Bekiroglu, Yasemin, Björkman, Mårten, Zarzar Gandler, Gabriela et al.2024 · 6 citationsData in brief. 2020;30:105335
Bayesian nonparametric shared multi-sequence time series segmentation2001.09886v1 · Olga Mikheeva, Ieva Kazlauskaite, Hedvig Kjellstrom et al.2020 · 0 citationsarXiv
Compositional uncertainty in deep Gaussian processes1909.07698v3 · Ivan Ustyuzhaninov, Ieva Kazlauskaite, Markus Kaiser et al.2019 · 10 citationsarXiv
Interpretable Dynamics Models for Data-Efficient Reinforcement Learning1907.04902v1 · Markus Kaiser, Clemens Otte, Thomas Runkler et al.2019 · 6 citationsarXiv
Modulating Surrogates for Bayesian Optimization1906.11152v4 · Erik Bodin, Markus Kaiser, Ieva Kazlauskaite et al.2019 · 4 citations37th International Conference On Machine Learning (ICML 2020)
Monotonic Gaussian Process Flow1905.12930v2 · Ivan Ustyuzhaninov, Ieva Kazlauskaite, Carl Henrik Ek et al.2019 · 8 citationsarXiv
Invariant Feature Mappings for Generalizing Affordance Understanding Using Regularized Metric Learning1901.10673v1 · Martin Hjelm, Carl Henrik Ek, Renaud Detry et al.2019 · 1 citationarXiv
Gaussian Process Deep Belief Networks: A Smooth Generative Model of Shape with Uncertainty Propagation1812.05477v1 · Alessandro Di Martino, Erik Bodin, Carl Henrik Ek et al.2018 · 3 citationsarXiv
Sequence Alignment with Dirichlet Process Mixtures1811.10689v1 · Ieva Kazlauskaite, Ivan Ustyuzhaninov, Carl Henrik Ek et al.2018 · 0 citationsarXiv
Data Association with Gaussian Processes1810.07158v3 · Markus Kaiser, Clemens Otte, Thomas Runkler et al.2018 · 8 citationsarXiv
DP-GP-LVM: A Bayesian Non-Parametric Model for Learning Multivariate Dependency Structures1807.04833v1 · Andrew R. Lawrence, Carl Henrik Ek, Neill D. F. Campbell2018 · 2 citationsarXiv
Gaussian Process Latent Variable Alignment Learning1803.02603v3 · Ieva Kazlauskaite, Carl Henrik Ek, Neill D. F. Campbell2018 · 12 citationsarXiv
Active Exploration Using Gaussian Random Fields and Gaussian Process Implicit Surfaces1802.04642v1 · Sergio Caccamo, Yasemin Bekiroglu, Carl Henrik Ek et al.2018 · 31 citations2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
Nonparametric Inference for Auto-Encoding Variational Bayes1712.06536v1 · Erik Bodin, Iman Malik, Carl Henrik Ek et al.2017 · 11 citationsarXiv
Bayesian Alignments of Warped Multi-Output Gaussian Processes1710.02766v3 · Markus Kaiser, Clemens Otte, Thomas Runkler et al.2017 · 11 citationsarXiv
Neural Translation of Musical Style1708.03535v1 · Iman Malik, Carl Henrik Ek2017 · 28 citationsarXiv
Latent Gaussian Process Regression1707.05534v2 · Erik Bodin, Neill D. F. Campbell, Carl Henrik Ek2017 · 6 citationsarXiv
Manifold Alignment Determination: finding correspondences across different data views1701.03449v1 · Andreas Damianou, Neil D. Lawrence, Carl Henrik Ek2017 · 0 citationsarXiv
Diagnostic Prediction Using Discomfort Drawings with IBTM1607.08206v2 · Cheng Zhang, Hedvig Kjellstrom, Carl Henrik Ek et al.2016 · 2 citationsarXiv
Unsupervised Learning with Imbalanced Data via Structure Consolidation Latent Variable Model1607.00067v1 · Fariba Yousefi, Zhenwen Dai, Carl Henrik Ek et al.2016 · 3 citationsarXiv
Inter-Battery Topic Representation Learning1605.06155v2 · Cheng Zhang, Hedvig Kjellstrom, Carl Henrik Ek2016 · 6 citationsarXiv
Multi-view Learning as a Nonparametric Nonlinear Inter-Battery Factor Analysis1604.04939v1 · Andreas Damianou, Neil D. Lawrence, Carl Henrik Ek2016 · 5 citationsarXiv
On a Family of Decomposable Kernels on Sequences1501.06284v1 · Andrea Baisero, Florian T. Pokorny, Carl Henrik Ek2015 · 2 citationsarXiv
Persistent Evidence of Local Image Properties in Generic ConvNets1411.6509v1 · Ali Sharif Razavian, Hossein Azizpour, Atsuto Maki et al.2014 · 5 citationsarXiv
Comparing distributions of color words: pitfalls and metric choices.24586580 · Vejdemo-Johansson, Mikael, Vejdemo, Susanne, Ek, Carl-Henrik2014 · 15 citationsPloS one. 2014;9(2):e89184
Factorized Topic Models1301.3461v7 · Cheng Zhang, Carl Henrik Ek, Andreas Damianou et al.2013 · 6 citationsarXiv
Manifold Relevance Determination1206.4610v1 · Andreas Damianou, Carl Ek (KTH), Michalis Titsias et al.2012 · 90 citationsarXiv
Career total: 156 works. 50 are in this corpus.
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