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LeanPool.LongTails.Theorems.GeneralizedSelfNormalizedConvex

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

Exact gradient-query budget, including both queries in every accelerated step.

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    Gradient-only acceleration under a Hessian-growth bound, uniformly in the target accuracy.