Citing NIFTy and the Magic Inside#
To cite the software library NIFTy, please use the following references:
@misc{niftyre, author = {{Edenhofer}, Gordian and {Frank}, Philipp and {Roth}, Jakob and {Leike}, Reimar H. and {Guerdi}, Massin and {Scheel-Platz}, Lukas I. and {Guardiani}, Matteo and {Eberle}, Vincent and {Westerkamp}, Margret and {Enßlin}, Torsten A.}, title = {{Re-Envisioning Numerical Information Field Theory (NIFTy.re): A Library for Gaussian Processes and Variational Inference}}, keywords = {Software}, year = 2024, eprint = {2402.16683}, archivePrefix = {arXiv}, primaryClass = {astro-ph.IM} } @article{nifty5, author = {{Arras}, Philipp and {Baltac}, Mihai and {Ensslin}, Torsten A. and {Frank}, Philipp and {Hutschenreuter}, Sebastian and {Knollmueller}, Jakob and {Leike}, Reimar and {Newrzella}, Max-Niklas and {Platz}, Lukas and {Reinecke}, Martin and {Stadler}, Julia}, title = {{NIFTy5: Numerical Information Field Theory v5}}, keywords = {Software}, howpublished = {Astrophysics Source Code Library, record ascl:1903.008}, year = 2019, month = 03, eid = {ascl:1903.008}, pages = {ascl:1903.008}, archiveprefix = {ascl}, eprint = {1903.008} } @article{nifty3, author = {{Steininger}, Theo and {Dixit}, Jait and {Frank}, Philipp and {Greiner}, Maksim and {Hutschenreuter}, Sebastian and {Knollm{"u}ller}, Jakob and {Leike}, Reimar and {Porqueres}, Natalia and {Pumpe}, Daniel and {Reinecke}, Martin and {{v{S}}raml}, Matev{v{z}} and {Varady}, Csongor and {En{ss}lin}, Torsten}, title = "{NIFTy 3 - Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters}", journal = {{Annalen der Physik}}, year = 2019, month = {03}, volume = {531}, number = {3}, pages = {1800290}, doi = {10.1002/andp.201800290}, } @article{nifty1, author = {{Selig}, M. and {Bell}, M.~R. and {Junklewitz}, H. and {Oppermann}, N. and {Reinecke}, M. and {Greiner}, M. and {Pachajoa}, C. and {En{ss}lin}, T.~A.}, title = "{NIFTY - Numerical Information Field Theory. A versatile PYTHON library for signal inference}", journal = {Astronomy & Astrophysics}, archivePrefix = "arXiv", eprint = {1301.4499}, primaryClass = "astro-ph.IM", keywords = {methods: data analysis, methods: numerical, methods: statistical, techniques: image processing}, year = 2013, month = {06}, volume = 554, eid = {A26}, pages = {A26}, doi = {10.1051/0004-6361/201321236}, }
For the inference machinery, please cite:
@article{Frank2021,
author = {Frank, Philipp and Leike, Reimar and Enßlin, Torsten A.},
title = {Geometric Variational Inference},
journal = {Entropy},
volume = {23},
year = {2021},
number = {7},
article-number = {853},
url = {https://www.mdpi.com/1099-4300/23/7/853},
issn = {1099-4300},
doi = {10.3390/e23070853}
}
@misc{knollmüller2020metric,
title = {Metric Gaussian Variational Inference},
author = {Jakob Knollmüller and Torsten A. Enßlin},
year = {2020},
eprint = {1901.11033},
archivePrefix = {arXiv},
primaryClass = {stat.ML}
}
If you use the correlated field model from NIFTy, please additionally cite:
@article{Arras2022, author = {{Arras}, Philipp and {Frank}, Philipp and {Haim}, Philipp and {Knollm{"u}ller}, Jakob and {Leike}, Reimar and {Reinecke}, Martin and {En{ss}lin}, Torsten}, title = "{Variable structures in M87* from space, time and frequency resolved interferometry}", journal = {Nature Astronomy}, year = 2022, month = jan, volume = {6}, pages = {259-269}, doi = {10.1038/s41550-021-01548-0}, } @article{Arras2021, author = {{Arras}, Philipp and {Bester}, Hertzog L. and {Perley}, Richard A. and {Leike}, Reimar and {Smirnov}, Oleg and {Westermann}, R{"u}diger and {En{ss}lin}, Torsten A.}, title = "{Comparison of classical and Bayesian imaging in radio interferometry. Cygnus A with CLEAN and resolve}", journal = {Astronomy and Astrophysics}, year = 2021, month = feb, volume = {646}, eid = {A84}, pages = {A84}, doi = {10.1051/0004-6361/202039258}, }
For the charted refinement model, please cite:
@misc{Edenhofer2022,
doi = {10.48550/ARXIV.2206.10634},
url = {https://arxiv.org/abs/2206.10634},
author = {Edenhofer, Gordian and Leike, Reimar H. and Frank, Philipp and Enßlin, Torsten A.},
keywords = {Machine Learning (cs.LG), Machine Learning (stat.ML), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Sparse Kernel Gaussian Processes through Iterative Charted Refinement (ICR)},
publisher = {arXiv},
year = {2022},
}