J-UBIK: The JAX-accelerated Universal Bayesian Imaging Kit.

Margret Westerkamp

Vincent Eberle Matteo Guardiani Margret Westerkamp Philipp Frank Julian Rüstig Julia Stadler Torsten A. Enßlin J-UBIK: The JAX-accelerated Universal Bayesian Imaging Kit. 2026 May 7768 11 J. Open Source Softw. 121 https://doi.org/10.21105/joss.07768 db/journals/jossw/jossw11.html#EberleGWFRSE26 streams/journals/jossw

Margret Westerkamp Jakob Roth Philipp Frank Will Handley Torsten A. Enßlin Towards a Field-Based Bayesian Evidence Inference from Nested Sampling Data. 930 2024 26 Entropy 11 https://doi.org/10.3390/e26110930 https://www.wikidata.org/entity/Q132370892 db/journals/entropy/entropy26.html#WesterkampRFHE24 streams/journals/entropy

Gordian Edenhofer Philipp Frank Jakob Roth Reimar H. Leike Massin Guerdi Lukas I. Scheel-Platz Matteo Guardiani Vincent Eberle Margret Westerkamp Torsten A. Enßlin Re-Envisioning Numerical Information Field Theory (NIFTy.re): A Library for Gaussian Processes and Variational Inference. 6593 2024 9 J. Open Source Softw. 98 https://doi.org/10.21105/joss.06593 https://www.wikidata.org/entity/Q132370902 db/journals/jossw/jossw9.html#EdenhoferFRLGSGEWE24 streams/journals/jossw

Gordian Edenhofer Philipp Frank Jakob Roth Reimar H. Leike Massin Guerdi Lukas I. Scheel-Platz Matteo Guardiani Vincent Eberle Margret Westerkamp Torsten A. Enßlin Re-Envisioning Numerical Information Field Theory (NIFTy.re): A Library for Gaussian Processes and Variational Inference. 2024 abs/2402.16683 CoRR https://doi.org/10.48550/arXiv.2402.16683 db/journals/corr/corr2402.html#abs-2402-16683

Margret Westerkamp Jakob Roth Philipp Frank Will Handley Torsten A. Enßlin Towards a Field Based Bayesian Evidence Inference from Nested Sampling Data. 2024 abs/2408.09889 CoRR https://doi.org/10.48550/arXiv.2408.09889 db/journals/corr/corr2408.html#abs-2408-09889 streams/journals/corr

Vincent Eberle Matteo Guardiani Margret Westerkamp Philipp Frank Michael J. Freyberg Mara Salvato Torsten A. Enßlin Bayesian Multi-wavelength Imaging of the LMC SN1987A with SRG/eROSITA. 2024 abs/2410.14599 CoRR https://doi.org/10.48550/arXiv.2410.14599 db/journals/corr/corr2410.html#abs-2410-14599 streams/journals/corr

Margret Westerkamp Igor V. Ovchinnikov Philipp Frank Torsten A. Enßlin Dynamical Field Inference and Supersymmetry. 1652 2021 23 Entropy 12 https://doi.org/10.3390/e23121652 https://www.wikidata.org/entity/Q132370915 db/journals/entropy/entropy23.html#WesterkampOFE21

Vincent Eberle Gordian Edenhofer Torsten A. Enßlin Philipp Frank Michael J. Freyberg Matteo Guardiani Massin Guerdi Will Handley Reimar H. Leike Igor V. Ovchinnikov Jakob Roth Julian Rüstig Mara Salvato Lukas I. Scheel-Platz Julia Stadler