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stoprightthere merged 9 commits into from
Mar 10, 2026
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Stable release #175

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stoprightthere Mar 9, 2026
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Constrain tensorflow version from above
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11 changes: 11 additions & 0 deletions CHANGELOG.md
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# CHANGELOG

## v1.0.0 - 10.03.2026
Stable release!

The package is now deemed stable which is supported by the [publication](https://jmlr.org/papers/v26/24-1185.html) of our paper in JMLR!
Please consider citing us if you use the library.

Besides, there are some maintenance updates:
* Constrain versions of dependendencies due to external incompatibilities by
@stoprightthere in
https://github.com/geometric-kernels/GeometricKernels/pull/174 and https://github.com/geometric-kernels/GeometricKernels/pull/175

## v0.4.2 - 11.02.2026
Maintance release (https://github.com/geometric-kernels/GeometricKernels/pull/173).
* Fix compatibility with modern `plum-dispatch`/`numpy`.
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14 changes: 9 additions & 5 deletions CITATION.bib
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@article{mostowsky2024,
title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
year = {2024},
journal = {arXiv:2407.08086},
@article{JMLR:v26:24-1185,
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
title = {The GeometricKernels Package: Heat and Mat{\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
journal = {Journal of Machine Learning Research},
year = {2025},
volume = {26},
number = {276},
pages = {1--14},
url = {http://jmlr.org/papers/v26/24-1185.html}
}
9 changes: 7 additions & 2 deletions CITATION.cff
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Expand Up @@ -25,5 +25,10 @@ preferred-citation:
given-names: "Alexander"
- family-names: "Borovitskiy"
given-names: "Viacheslav"
year: "2024"
journal: "arXiv:2407.08086"
year: "2025"
journal: "Journal of Machine Learning Research"
volume: "26"
issue: "276"
start: 1
end: 14
url: "http://jmlr.org/papers/v26/24-1185.html"
16 changes: 10 additions & 6 deletions README.md
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Expand Up @@ -198,13 +198,17 @@ This [link](https://github.com/geometric-kernels/GeometricKernels/issues/new?ass

## Citation

If you are using GeometricKernels, please cite the following [paper](https://arxiv.org/pdf/2407.08086):
If you are using GeometricKernels, please cite the following [paper](https://jmlr.org/papers/volume26/24-1185/24-1185.pdf):
```
@article{mostowsky2024,
title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
year = {2024},
journal = {arXiv:2407.08086},
@article{JMLR:v26:24-1185,
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
title = {The GeometricKernels Package: Heat and Mat{\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
journal = {Journal of Machine Learning Research},
year = {2025},
volume = {26},
number = {276},
pages = {1--14},
url = {http://jmlr.org/papers/v26/24-1185.html}
}
```

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14 changes: 9 additions & 5 deletions docs/index.rst
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Expand Up @@ -418,11 +418,15 @@ If you are using GeometricKernels, please cite the `library paper <https://arxiv

.. code-block:: latex

@article{mostowsky2024,
title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
year = {2024},
journal = {arXiv:2407.08086},
@article{JMLR:v26:24-1185,
author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},
title = {The GeometricKernels Package: Heat and Mat{\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},
journal = {Journal of Machine Learning Research},
year = {2025},
volume = {26},
number = {276},
pages = {1--14},
url = {http://jmlr.org/papers/v26/24-1185.html}
}

Please also consider citing the theoretical papers the library is based on. You can find the relevant references for any space in
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"If you are using graphs and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/GraphEdges.ipynb
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Expand Up @@ -1074,11 +1074,15 @@
"If you are using graphs and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/HammingGraph.ipynb
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Expand Up @@ -694,11 +694,15 @@
"If you are using the HammingGraph space and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/Hyperbolic.ipynb
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Expand Up @@ -763,11 +763,15 @@
"If you are using hyperbolic spaces and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/HypercubeGraph.ipynb
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Expand Up @@ -709,11 +709,15 @@
"If you are using the HypercubeGraph space and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/Hypersphere.ipynb
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Expand Up @@ -732,11 +732,15 @@
"If you are using (hyper)spheres and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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Expand Up @@ -806,11 +806,15 @@
"If you are using meshes and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/SPD.ipynb
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Expand Up @@ -595,11 +595,15 @@
"If you are using manifolds of symmetric positive definite matrices and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/SpecialOrthogonal.ipynb
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Expand Up @@ -815,11 +815,15 @@
"If you are using Lie groups and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/SpecialUnitary.ipynb
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Expand Up @@ -873,11 +873,15 @@
"If you are using Lie groups and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/Torus.ipynb
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Expand Up @@ -1155,11 +1155,15 @@
"If you are using (hyper)tori and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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14 changes: 9 additions & 5 deletions notebooks/backends/JAX_Graph.ipynb
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Expand Up @@ -858,11 +858,15 @@
"If you are using graphs and GeometricKernels, please consider citing\n",
"\n",
"```\n",
"@article{mostowsky2024,\n",
" title = {The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and Noémie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" year = {2024},\n",
" journal = {arXiv:2407.08086},\n",
"@article{JMLR:v26:24-1185,\n",
" author = {Peter Mostowsky and Vincent Dutordoir and Iskander Azangulov and No{\\'e}mie Jaquier and Michael John Hutchinson and Aditya Ravuri and Leonel Rozo and Alexander Terenin and Viacheslav Borovitskiy},\n",
" title = {The GeometricKernels Package: Heat and Mat{\\'e}rn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs},\n",
" journal = {Journal of Machine Learning Research},\n",
" year = {2025},\n",
" volume = {26},\n",
" number = {276},\n",
" pages = {1--14},\n",
" url = {http://jmlr.org/papers/v26/24-1185.html}\n",
"}\n",
"```\n",
"\n",
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