Commit 447901d3 authored by Philipp Arras's avatar Philipp Arras
Browse files

Add geovi paper

parent d9bdf16b
Pipeline #105234 passed with stages
in 15 minutes and 43 seconds
......@@ -48,3 +48,16 @@ NIFTy-related publications
adsurl = {http://cdsads.u-strasbg.fr/abs/2017arXiv170801073S},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
@article{geovi,
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}
}
......@@ -258,4 +258,4 @@ Furthermore the KL is represented as a stochastic estimate using a set of sample
A visual comparison of the MGVI and GeoVI algorithm can be found in `variational_inference_visualized.py <https://gitlab.mpcdf.mpg.de/ift/nifty/-/blob/NIFTy_7/demos/variational_inference_visualized.py>`_.
.. [6] P. Frank, R. Leike, and T.A. Enßlin (2021), "Geometric Variational Inference"; `[arXiv:2105.10470] <https://arxiv.org/abs/2105.10470>`_
.. [6] P. Frank, R. Leike, and T.A. Enßlin (2021), "Geometric Variational Inference"; `[arXiv:2105.10470] <https://arxiv.org/abs/2105.10470>`_ `[doi] <https://doi.org/10.3390/e23070853>`_
......@@ -496,6 +496,7 @@ def GeoMetricKL(mean, hamiltonian, n_samples, minimizer_samp, mirror_samples,
--------
`Geometric Variational Inference`, Philipp Frank, Reimar Leike,
Torsten A. Enßlin, `<https://arxiv.org/abs/2105.10470>`_
`<https://doi.org/10.3390/e23070853>`_
"""
if not isinstance(hamiltonian, StandardHamiltonian):
raise TypeError
......
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