Merge pull request #236 from astro-informatics/mmg/update-citation

Update citation details in docs and add CITATION.cff file

.pip_readme.rst

@@ -52,8 +52,11 @@ referenced. A BibTeX entry for this reference may look like:
         author      = "Matthew A. Price and Jason D. McEwen",
         title       = "Differentiable and accelerated spherical harmonic and Wigner transforms",
         journal     = "Journal of Computational Physics",
-        year        = "2023",
-        eprint      = "arXiv:2311.14670"        
+        year        = "2024",
+        volume      = "510",
+        pages       = "113109",
+        eprint      = "arXiv:2311.14670",
+        doi         = "10.1016/j.jcp.2024.113109"
     }
 
 You might also like to consider citing our related papers on which this
@@ -97,4 +100,4 @@ it will be of use to a wider community.
 Copyright 2023 Matthew Price, Jason McEwen and contributors.
 
 `S2FFT` is free software made available under the MIT License. For
-details see the LICENSE file.
+details see the LICENSE file.

CITATION.cff

@@ -0,0 +1,38 @@
+cff-version: 1.2.0
+title: >-
+  s2fft: Differentiable and accelerated spherical transforms with JAX
+message: >-
+  If you use this software, please cite it using the metadata from this file.
+type: software
+authors:
+  - given-names: Matthew A.
+    family-names: Price
+    affiliation: University College London
+    website: 'https://cosmomatt.github.io/'
+  - given-names: Jason
+    orcid: 'https://orcid.org/0000-0002-5852-8890'
+    family-names: McEwen
+    affiliation: University College London
+    website: 'http://www.jasonmcewen.org/'
+repository-code: 'https://github.com/astro-informatics/s2fft'
+url: 'https://astro-informatics.github.io/s2fft'
+license: MIT
+preferred-citation:
+  type: article
+  authors:
+  - family-names: Matthew A.
+    given-names: Price
+    affiliation: University College London
+    website: 'https://cosmomatt.github.io/''
+  - family-names: Jason
+    given-names: McEwen
+    orcid: 'https://orcid.org/0000-0002-5852-8890'
+    website: 'http://www.jasonmcewen.org/''
+  doi: 10.1016/j.jcp.2024.113109
+  journal: Journal of Computational Physics
+  month: 8
+  start: 113109
+  title: Differentiable and accelerated spherical harmonic and Wigner transforms
+  issue: 1
+  volume: 510
+  year: 2024

README.md

@@ -14,7 +14,7 @@
 # Differentiable and accelerated spherical transforms
 
 `S2FFT` is a Python package for computing Fourier transforms on the sphere
-and rotation group [(Price & McEwen 2023)](https://arxiv.org/abs/2311.14670) using 
+and rotation group [(Price & McEwen 2024)](https://arxiv.org/abs/2311.14670) using 
 JAX or PyTorch. It leverages autodiff to provide differentiable transforms, which are 
 also deployable on hardware accelerators (e.g. GPUs and TPUs).
 
@@ -45,7 +45,7 @@ parallelised and distributed, and so map very well onto the architecture
 of hardware accelerators (i.e. GPUs and TPUs). In particular, these
 algorithms are based on new Wigner-d recursions that are stable to high
 angular resolution $L$. The diagram below illustrates the recursions
-(for further details see Price & McEwen, in prep.).
+(for further details see [Price & McEwen 2024]((https://arxiv.org/abs/2311.14670))).
 
 ![image](./docs/assets/figures/Wigner_recursion_legend_darkmode.png)
 With this recursion to hand, the spherical harmonic coefficients of an 
@@ -58,7 +58,7 @@ Alternatively, the real polar-d functions may calculated recursively,
 computing only a portion of the projection at a time, hence incurring 
 negligible memory overhead at the cost of slightly slower execution. The 
 diagram below illustrates the separable spherical harmonic transform 
-(for further details see Price & McEwen, in prep.).
+(for further details see [Price & McEwen 2024]((https://arxiv.org/abs/2311.14670))).
 
 ![image](./docs/assets/figures/sax_schematic_legend_darkmode.png)
 
@@ -186,9 +186,9 @@ in `S2FFT` against the C implementations in the
 
 A brief summary is shown in the table below for the recursion (left) and
 precompute (right) algorithms, with `S2FFT` running on GPUs (for further
-details see Price & McEwen, in prep.). Note that our compute time is
-agnostic to spin number (which is not the case for many other methods
-that scale linearly with spin).
+details see [Price & McEwen 2024]((https://arxiv.org/abs/2311.14670))). 
+Note that our compute time is agnostic to spin number (which is not the 
+case for many other methods that scale linearly with spin).
 
 | L    | Wall-Time | Speed-up | Error    | Wall-Time | Speed-up | Error    | Memory  |
 |------|-----------|----------|----------|-----------|----------|----------|---------|
@@ -248,9 +248,12 @@ referenced. A BibTeX entry for this reference may look like:
 @article{price:s2fft, 
    author      = "Matthew A. Price and Jason D. McEwen",
    title       = "Differentiable and accelerated spherical harmonic and Wigner transforms",
-   journal     = "Journal of Computational Physics, submitted",
-   year        = "2023",
-   eprint      = "arXiv:2311.14670"        
+   journal     = "Journal of Computational Physics",
+   year        = "2024",
+   volume      = "510",
+   pages       = "113109",
+   eprint      = "arXiv:2311.14670",
+   doi         = "10.1016/j.jcp.2024.113109"
 }
 ```
 

docs/index.rst

@@ -111,9 +111,12 @@ article is referenced. A BibTeX entry for this reference may look like:
     @article{price:s2fft, 
         author      = "Matthew A. Price and Jason D. McEwen",
         title       = "Differentiable and accelerated spherical harmonic and Wigner transforms",
-        journal     = "Journal of Computational Physics, submitted",
-        year        = "2023",
-        eprint      = "arXiv:2311.14670"        
+        journal     = "Journal of Computational Physics",
+        year        = "2024",
+        volume      = "510",
+        pages       = "113109",
+        eprint      = "arXiv:2311.14670",
+        doi         = "10.1016/j.jcp.2024.113109"
     }
 
 You might also like to consider citing our related papers on which this code builds: