chore: update citation with new Arxiv preprint

CITATION.cff

@@ -60,16 +60,16 @@ references:
 preferred-citation:
   type: generic
   authors:
-  - family-names: "Hill"
-    given-names: "Adrian"
-    orcid: "https://orcid.org/0009-0009-5977-301X"
   - family-names: "Dalle"
     given-names: "Guillaume"
     orcid: "https://orcid.org/0000-0003-4866-1687"
-  title: "Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians"
+  - family-names: "Hill"
+    given-names: "Adrian"
+    orcid: "https://orcid.org/0009-0009-5977-301X"
+  title: "A Common Interface for Automatic Differentiation"
   year: 2025
-  eprint: "2501.17737"
+  eprint: "2505.05542"
   archivePrefix: "arXiv"
-  primaryClass: "cs.LG"
-  url: "https://arxiv.org/abs/2501.17737"
-  doi: "10.48550/arXiv.2501.17737"
+  primaryClass: "cs.MS"
+  url: "https://arxiv.org/abs/2505.05542"
+  doi: "10.48550/arXiv.2505.05542"

DifferentiationInterface/CHANGELOG.md

@@ -7,8 +7,15 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+### Changed
+
+- New Arxiv preprint for citation (#795)
+
+## [0.6.54] - 2025-05-11
+
 ### Added
 
+- Dependency compat bounds for extras ([#790])
 - Error hints for Enzyme ([#788])
 
 ## [0.6.53] - 2025-05-07
@@ -17,8 +24,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Allocate Enzyme shadow memory during preparation ([#782])
 
-[unreleased]: https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.6.53...main
+[unreleased]: https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.6.54...main
+[0.6.54]: https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.6.53...DifferentiationInterface-v0.6.54
 [0.6.53]: https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.6.52...DifferentiationInterface-v0.6.53
 
+[#795]: https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/795
+[#790]: https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/790
 [#788]: https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/788
 [#782]: https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/782

DifferentiationInterface/README.md

@@ -90,18 +90,22 @@ To improve your performance by up to several orders of magnitude compared to thi
 
 ## Citation
 
-Whenever you refer to this package or the ideas it contains, please cite our preprint [*Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians*](https://arxiv.org/abs/2501.17737) and DifferentiationInterface.jl's inspiration [AbstractDifferentiation.jl](https://github.com/JuliaDiff/AbstractDifferentiation.jl).
+Whenever you refer to this package or the ideas it contains, please cite:
+
+1. our preprint [*A Common Interface for Automatic Differentiation*](https://arxiv.org/abs/2505.05542);
+2. our inspiration [AbstractDifferentiation.jl](https://github.com/JuliaDiff/AbstractDifferentiation.jl).
+
 You can use the provided [`CITATION.cff`](https://github.com/JuliaDiff/DifferentiationInterface.jl/blob/main/CITATION.cff) file or the following BibTeX entries:
 
-```bibtex   
-@misc{hill2025sparserbetterfasterstronger,
-      title={Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians}, 
-      author={Adrian Hill and Guillaume Dalle},
+```bibtex
+@misc{dalle2025commoninterfaceautomaticdifferentiation,
+      title={A Common Interface for Automatic Differentiation}, 
+      author={Guillaume Dalle and Adrian Hill},
       year={2025},
-      eprint={2501.17737},
+      eprint={2505.05542},
       archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2501.17737}, 
+      primaryClass={cs.MS},
+      url={https://arxiv.org/abs/2505.05542}, 
 }
 
 @misc{schäfer2022abstractdifferentiationjlbackendagnosticdifferentiableprogramming,