Matching first-order lower bound
A paper-first mathematical case study: read the theorem, the derivation route, and the hidden prerequisites before opening formal infrastructure.
Open problem
Matching lower bound not currently known in the pinned literature trail
Reading. The useful mathematical content is the missing matching rate under exactly this setting and accuracy notion.
Open problem: SampleWiki records the matching result as unknown. ASTIS shows the target regime but does not manufacture a theorem or rate.
No theorem, hence no synthetic proof
There is no matching source theorem here, so there is no source proof to reproduce. The absence itself is part of the frontier.
What must be true before the rate can be read
Model and geometry
- The target is log-concave with the source's smoothness hypothesis on the potential or score.
- The initialization scale, typically expressed through a Wasserstein or divergence quantity, is part of the bound.
- Implemented proximal results additionally require the restricted-Gaussian/proximal oracle promised by the source theorem.
Case-specific qualifiers
- Comparison-row qualifier: in the same model.
Analytic / proof prerequisites
- No additional hypothesis is introduced merely to turn the open lower-bound question into a theorem.
ASTIS rigorous LaTeX
Lean formalization
This fold is intentionally quiet while the source statement, proof route, and assumptions are being completed case by case. A source-facing Lean theorem will appear here only after it compiles and its statement has been matched to the audited source.
References and provenance
- No primary theorem reference pinned.
ASTIS-SW-SETTING-LOG-CONCAVE-SMOOTH-LOWER-UNKNOWN-MATCHING-FIRST-ORDER-LOWER-BOUND · source snapshot da4f4a11041c4e2e