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LeanPool.LongTails.Algorithms.Gd

Adapted from k3nfalt/longtails, commit 269cbc764dd36851fd0b64f2f950f329ee127de4. Modified for Lean Pool: module visibility, namespace isolation, and current Mathlib.

Ordinary gradient descent with constant step size equal to the reciprocal smoothness.

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