Small todos

[jasonlyik]

1. Update the website with the leaderboard.
2. Make leaderboard visible through README
3. Instructions on how to add to the leaderboard (PR)
4. Update the citation for the Nature Paper in the README

[jasonlyik]

Documentation fixes

• neurobench/models/neurobench_model
  • init should have no args
  • call should note that output is either same format as targets, or it is passed into post-processor which will produce same format as targets

[nkanderson]

Hey, I'm interested in learning more about the neurobench system benchmarks, and I was wondering if this issue encapsulates the addition of a leaderboard for system benchmark results? I didn't see anything in the leaderboard.rst file in the root regarding the system benchmarks.

For some additional context, I'm looking into benchmark options to run on an Akida.

[jasonlyik]

Hey @nkanderson, we've organized the system track rules over at https://github.com/NeuroBench/system_benchmarks

Since benchmarking systems with real hardware has a greater emphasis on fairness and the systems have generally unique programming interfaces, for now we have separated out that documentation from this repo, which covers the algorithm track benchmarking.

Definitely we could add a leaderboard document there, though

If you open an issue in that repo, we can discuss how we could support your projects!

[nkanderson]

Gotcha, thanks @jasonlyik. I'll open an issue in that repo for further discussion.