Improving the benchopt website

[agonon]

I always have a hard time finding the results of a benchmark. When I finally get to the results page, some links are broken ("neurips 22 benchopt results"), and some benchmarks are not referenced there (e.g. this one).

For now, the home page focuses on running an existing benchmark. I feel like this is just a very specific way to use benchopt. Could it be improved by being simpler and yet more comprehensive?

One idea to do this: instead of having a rather long home page as it is now, with information hidden all over the place (in the text, in the sidebar, etc.), just put simple access buttons:

• "Run an existing benchmark"
• "Access benchmark results"
• "Access benchmark source codes"
• "Add your own benchmark"
• ... (list all the other ways to use benchopt)

and an isolated button for the user who just wants to discover benchopt, redirecting the user to a high-level description of benchopt?

I know it's very subjective, but I think it might be worth discussing.