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Nevergrad

Derivative-free optimization methods and benchmark interfaces.

External resource. No execution or independent verification is claimed here.

A QUESTION TO TAKE FURTHER

Which derivative-free optimizers attain lower regret under an identical bounded evaluation budget?

Use a prespecified objective suite with known minima, fixed dimensions and seeds, equal evaluation counts, and full outcome distributions rather than best-run selection.

What you could produce

  • A pinned, isolated reproducer with generated inputs and a concise result table
  • A separately controlled check report with fixed tolerances and disclosed limitations

Before you use it

  • A separately qualified runtime with the package and its reviewed, pinned dependency closure; no dependency installation is supported by the current self-contained Python pilot.

Limits to keep in view

  • No project source, package build hook, test, example, or submitted research command has been executed.
  • The documented pilot supports self-contained Python 3.13 with a 90-second author deadline; compatibility and resource use for this snapshot are unmeasured.

Source and permission context

Preserve the upstream project name, version, repository link, applicable notices, and contributor attribution when preparing an artifact for reuse.

Catalog listing reviewed. This review covers the description and source links displayed here.

Approved for catalog metadata and links. The displayed entry identifies Nevergrad with the concise collection-authored summary “Derivative-free optimization methods and benchmark interfaces.” and points to the public upstream repository https://github.com/facebookresearch/nevergrad. The wording describes function and possible investigation without reproducing upstream source or documentation, claiming execution, or implying endorsement or rights beyond the recorded scopes.

Reviewed 2026-09-14. Copying or adapting source files remains subject to their own terms.

code · MIT

MIT grant and notice-preservation wording observed in the fetched license file. Observation is limited to LICENSE at commit 617a3b0bcd9b7faa89f68ed6f17b59bec58f2360; it is not a repository-wide rights clearance.

Inspect the license evidence ↗

Before copying source material

  • Bundled datasets, examples, submodules, vendored code, and dependency licenses have not been audited; the observed top-level license does not clear all of them.
  • README and documentation rights were not independently resolved from the main code license; this catalog only links and describes.