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PAPER: Add 6 co-authors and update Acknowledgements
- Add Comitini, Grage, Joens, Schreiber, Sen, Sörngård as co-authors (alphabetical by last name) following contributor invitation in #94 - Update affiliations: add Università degli Studi di Catania (3) and Independent Researcher (4) - Mark Tae-Geun Kim as corresponding author - Reword AI usage disclosure for multi-author context - Compress Acknowledgements; explicitly thank Victor Olowofeso - Sync CITATION.cff authors Word count: 1747 / 1750.
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CITATION.cff

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email: axect.tg@proton.me
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affiliation: Fudan University / RIKEN iTHEMS
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orcid: 'https://orcid.org/0009-0000-4229-2935'
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- given-names: Giorgio
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family-names: Comitini
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affiliation: Università degli Studi di Catania
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orcid: 'https://orcid.org/0000-0002-1758-7878'
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- given-names: Jonas
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family-names: Grage
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affiliation: Independent Researcher
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orcid: 'https://orcid.org/0009-0000-9279-7683'
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- given-names: Benjamin
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family-names: Joens
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affiliation: Independent Researcher
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orcid: 'https://orcid.org/0009-0002-7922-0884'
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- given-names: Marc
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family-names: Schreiber
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affiliation: Independent Researcher
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orcid: 'https://orcid.org/0000-0003-2564-6126'
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- given-names: Soumya
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family-names: Sen
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affiliation: Independent Researcher
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orcid: 'https://orcid.org/0009-0008-0337-9964'
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- given-names: Johanna
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family-names: Sörngård
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affiliation: Independent Researcher
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orcid: 'https://orcid.org/0000-0002-8660-9989'
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- name: Peroxide contributors
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identifiers:
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- type: doi

paper/paper.md

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- name: Tae-Geun Kim
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orcid: 0009-0000-4229-2935
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affiliation: "1, 2"
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corresponding: true
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- name: Giorgio Comitini
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orcid: 0000-0002-1758-7878
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affiliation: 3
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- name: Jonas Grage
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orcid: 0009-0000-9279-7683
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affiliation: 4
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- name: Benjamin Joens
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orcid: 0009-0002-7922-0884
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affiliation: 4
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- name: Marc Schreiber
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orcid: 0000-0003-2564-6126
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affiliation: 4
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- name: Soumya Sen
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orcid: 0009-0008-0337-9964
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affiliation: 4
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- name: Johanna Sörngård
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orcid: 0000-0002-8660-9989
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affiliation: 4
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affiliations:
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- name: Key Laboratory of Nuclear Physics and Ion-beam Application (MOE), Institute of Modern Physics, Fudan University, Shanghai 200433, China
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index: 1
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- name: RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences (iTHEMS), Wako, Saitama 351-0198, Japan
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index: 2
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- name: Università degli Studi di Catania, Catania, Italy
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index: 3
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- name: Independent Researcher
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index: 4
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date: 21 March 2026
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bibliography: paper.bib
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---
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# AI usage disclosure
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A generative AI tool (Claude Opus 4, Anthropic, March 2026) was used for grammar checking and copy-editing of the manuscript text.
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All scientific content, software design decisions, technical claims, and code were produced entirely by the human author.
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The final manuscript was reviewed, edited, and approved by the author.
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A generative AI tool (Claude Opus 4, Anthropic, March 2026) was used by the lead author (T.-G. Kim) for grammar checking and copy-editing of the manuscript text.
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All scientific content, software design decisions, technical claims, and code were produced entirely by the authors.
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The final manuscript was reviewed and approved by all authors.
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# Acknowledgements
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We thank all contributors to the Peroxide repository and the Rust scientific computing community for their feedback.
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We thank Victor Olowofeso for early-user feedback, all past and present Peroxide contributors, and the broader Rust scientific computing community for their code, issue reports, and discussions.
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# References

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