Sample Reuse Does Not Beat Second-Order Query Limits
A curvature-first algorithm and reuse-aware lower bounds match total derivative complexity at near ε⁻³ + γ⁻³ scaling.
Pure and applied mathematics including algebra, analysis, geometry, and combinatorics.
A curvature-first algorithm and reuse-aware lower bounds match total derivative complexity at near ε⁻³ + γ⁻³ scaling.
Exactly flat gates turn a scalar convex–concave chain into a hard instance, matching the known $2/(3p-1)$ higher-order exponent up to logarithmic factors.
Random-line Hessian estimates and a dyadic gradient tracker attain the minimax $\widetilde{\Theta}(\epsilon^{-3}+\gamma^{-5})$ oracle rate without the earlier mixed tolerance cost.
Verified recursive estimation and dense weak hiding yield matching higher-order oracle bounds with an $n^{1-1/(2p)}$ finite-sum term.
A new twisted function-field version of Chowla's conjecture yields the required density-zero bound for irreducible non-$S_n$ polynomials in every degree $n \geq 40$.
Adaptive access to $A$ and $A^\top$ yields matching polynomial query bounds for rank-$k$ projectors with $(1+\varepsilon)$-optimal Schatten-$p$ residuals.
Generalized RBG links and a Plotnick-based construction give counterexamples in every dimension $n \geq 4$, while preserving trace detection for the unknot.
A quasiconvexity proof for a piecewise matrix integrand yields the exact $L^p$ operator norm: $p-1$ above $p=2$ and its reciprocal below.
A decomposition-repair proof establishes a $4\ell-4$ bag-independence bound when induced $P_5$ paths and $K_{\ell,\ell}$ bicliques are excluded.
Coordinate finite differences plus accelerated projection attain the deterministic rate, while a transcript-consistent hard instance proves it cannot generally be improved.