Post JOSS publication updates (#309)

* Add CITATION.cff file for JOSS publication

* Add DOI badge to README.

* Add citation to README and webpage.

* Add pdf of the JOSS paper.

Author: jatkinson1000

CITATION.cff

@@ -0,0 +1,70 @@
+cff-version: "1.2.0"
+authors:
+- family-names: Atkinson
+  given-names: Jack
+  orcid: "https://orcid.org/0000-0001-5001-4812"
+- family-names: Elafrou
+  given-names: Athena
+- family-names: Kasoar
+  given-names: Elliott
+  orcid: "https://orcid.org/0009-0005-2015-9478"
+- family-names: Wallwork
+  given-names: Joseph G.
+  orcid: "https://orcid.org/0000-0002-3646-091X"
+- family-names: Meltzer
+  given-names: Thomas
+  orcid: "https://orcid.org/0000-0003-1740-9550"
+- family-names: Clifford
+  given-names: Simon
+  orcid: "https://orcid.org/0000-0001-7754-504X"
+- family-names: Orchard
+  given-names: Dominic
+  orcid: "https://orcid.org/0000-0002-7058-7842"
+- family-names: Edsall
+  given-names: Chris
+  orcid: "https://orcid.org/0000-0001-6863-2184"
+contact:
+- family-names: Atkinson
+  given-names: Jack
+  orcid: "https://orcid.org/0000-0001-5001-4812"
+doi: 10.5281/zenodo.14968153
+message: If you use this software, please cite our article in the
+  Journal of Open Source Software.
+preferred-citation:
+  authors:
+  - family-names: Atkinson
+    given-names: Jack
+    orcid: "https://orcid.org/0000-0001-5001-4812"
+  - family-names: Elafrou
+    given-names: Athena
+  - family-names: Kasoar
+    given-names: Elliott
+    orcid: "https://orcid.org/0009-0005-2015-9478"
+  - family-names: Wallwork
+    given-names: Joseph G.
+    orcid: "https://orcid.org/0000-0002-3646-091X"
+  - family-names: Meltzer
+    given-names: Thomas
+    orcid: "https://orcid.org/0000-0003-1740-9550"
+  - family-names: Clifford
+    given-names: Simon
+    orcid: "https://orcid.org/0000-0001-7754-504X"
+  - family-names: Orchard
+    given-names: Dominic
+    orcid: "https://orcid.org/0000-0002-7058-7842"
+  - family-names: Edsall
+    given-names: Chris
+    orcid: "https://orcid.org/0000-0001-6863-2184"
+  date-published: 2025-03-05
+  doi: 10.21105/joss.07602
+  issn: 2475-9066
+  issue: 107
+  journal: Journal of Open Source Software
+  publisher:
+    name: Open Journals
+  start: 7602
+  title: "FTorch: a library for coupling PyTorch models to Fortran"
+  type: article
+  url: "https://joss.theoj.org/papers/10.21105/joss.07602"
+  volume: 10
+title: "FTorch: a library for coupling PyTorch models to Fortran"

FTorch.md

@@ -46,8 +46,13 @@ There are also installation instructions for the library and examples of perform
 
 We support running on both CPU and GPU, and have tested the library on UNIX and Windows based operating systems
 
-Presentations
--------------
+Publications and Presentations
+------------------------------
+
+FTorch is published in JOSS. To cite it in your work please refer to:
+
+Atkinson et al., (2025). FTorch: a library for coupling PyTorch models to Fortran.
+_Journal of Open Source Software_, 10(107), 7602, [https://doi.org/10.21105/joss.07602](https://doi.org/10.21105/joss.07602)
 
 The following presentations contain information about FTorch:
 
@@ -64,6 +69,7 @@ The following presentations contain information about FTorch:
   RSECon23, Swansea - September 2023<br>
   [Slides](https://jackatkinson.net/slides/RSECon23) - [Recording](https://www.youtube.com/watch?v=Ei6H_BoQ7g4&list=PL27mQJy8eDHmibt_aL3M68x-4gnXpxvZP&index=33)
 
+
 License
 -------
 

README.md

@@ -4,6 +4,7 @@
 
 ![GitHub](https://img.shields.io/github/license/Cambridge-ICCS/FTorch)
 ![Fortran](https://img.shields.io/badge/Fortran-2008-purple)
+[![DOI](https://joss.theoj.org/papers/10.21105/joss.07602/status.svg)](https://doi.org/10.21105/joss.07602)
 
 This repository contains code, utilities, and examples for directly calling PyTorch ML
 models from Fortran.
@@ -289,17 +290,15 @@ people with respect and, more generally, to follow the guidelines articulated in
 
 *FTorch* is written and maintained by the [ICCS](https://github.com/Cambridge-ICCS)
 
-Notable contributors to this project are:
+To cite FTorch in research please refer to:
 
-* [**@athelaf**](https://github.com/athelaf)
-* [**@jatkinson1000**](https://github.com/jatkinson1000)
-* [**@SimonClifford**](https://github.com/SimonClifford)
-* [**@ElliottKasoar**](https://github.com/ElliottKasoar)
-* [**@TomMelt**](https://github.com/TomMelt)
-* [**@jwallwork23**](https://github.com/jwallwork23)
+Atkinson et al., (2025). FTorch: a library for coupling PyTorch models to Fortran.
+_Journal of Open Source Software_, 10(107), 7602, [https://doi.org/10.21105/joss.07602](https://doi.org/10.21105/joss.07602)
+
+See the `CITATION.cff` file or click 'Cite this repository' on the right.
 
 See [Contributors](https://github.com/Cambridge-ICCS/FTorch/graphs/contributors)
-for a full list.
+for a full list of contributors.
 
 
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