Add Documentation

[MaxenceGollier]

https://jso.dev/RegularizedOptimization.jl/previews/PR238/
A few comments :

1. I am not sure whether the discussion on regularizers belongs here
2. I could make a longer presentation on each algorithm but I think citing the reference is sufficient
3. I could talk more on problems that have bounds, we could add an example in a future PR
4. I don't mention the augmented lagrangian enough, I should add an example in the future

[Copilot]

Pull Request Overview

This PR adds comprehensive documentation to the RegularizedOptimization.jl package, including new documentation files, bibliography support, and algorithm descriptions.

• Adds detailed package documentation with mathematical formulations and regularizer explanations
• Introduces bibliography support with citation references for academic publications
• Creates algorithm documentation explaining different optimization methods available

Reviewed Changes

Copilot reviewed 8 out of 10 changed files in this pull request and generated 2 comments.

Show a summary per file

File	Description
docs/src/index.md	Adds comprehensive package documentation including overview, regularizers table, installation instructions, and API explanations
docs/src/algorithms.md	New file documenting available optimization algorithms with mathematical formulations and reference table
docs/src/bibliography.md	New bibliography page for citation management
docs/references.bib	Bibliography file containing academic references for the algorithms
docs/make.jl	Updates documentation build configuration to include citations support and new page structure
docs/Project.toml	Adds DocumenterCitations dependency and updates version constraints
docs/src/tutorial.md	Removes placeholder tutorial content
docs/src/reference.md	Removes contents section from reference page

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[Copilot]

[nitpick] The strict = true option was replaced with warnonly = false. However, warnonly is a newer Documenter.jl option. Consider using strict = [:missing_docs] or similar for more granular control over documentation strictness.

Suggested change

	warnonly = false,
	strict = [:missing_docs],

[Copilot]

[nitpick] The version constraint for Documenter changed from ~0.25 to 1, which is a major version jump. Consider using 1.0 to be more explicit about the minimum required version, and ensure compatibility with the current codebase.

Suggested change

	Documenter = "1"
	Documenter = "1.0"

[MaxenceGollier]

@dpo you can review again.

[dpo]

Super, merci beaucoup.