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Two Sample Sizes in Test-Time LLM Ensembling: Buffered ERM and Minimax Theory YPH7NS5AAQ

URIm2://res/YPH7NS5AAQ
Kindpreprint
CreatorsZhi Zhang, Arash A. Amini
Date2026-10-15
MSC62-XX
Subjectsarxiv math.ST, arxiv cs.LG, arxiv stat.ML, arxiv stat.TH
Scopein

Expressions

e1: version, preprint

Languageen
Date2026-10-15
IdsarXiv 2610.21363

Items in this resource

The mentions of the inventory that name this resource. Each name links to the card of its inventory row.

ItemKindWhereSource
Sharp identification floorstatementtheorem 4.2arxiv
Explicit Bernstein coefficient boundstatementlemma 5.5arxiv
Weak sign patterns of affine functionsstatementlemma A.3arxiv
Growth of the clean margin classesstatementlemma A.4arxiv
Basic properties of the margin classstatementlemma B.1arxiv
Explicit spectral rate boundsstatementproposition 6.2arxiv
Spectral minimax formulaconjectureconjecture 6.4arxiv
7KR3RTHS3Ystatementlemma 3.2arxiv
Adjoint tail identity for integrable perturbationsstatementlemma G.1arxiv
Finite deployment of buffered ERMstatementcorollary 2.4arxiv
A rigorous middle regimestatementtheorem 6.3arxiv
Random-permutation embeddingstatementlemma D.2arxiv
Transfer to general ensemblesstatementcorollary 4.6arxiv
Plug-in estimatorstatementtheorem 5.1arxiv
Spectral moment-cancellation lower boundstatementtheorem 6.1arxiv
Bias--stability boundstatementproposition 5.4arxiv
Identification-limited regimestatementcorollary 5.8arxiv
Scalar minimax characterizationstatementtheorem 4.1arxiv
Growth-function deviation inequalitystatementlemma A.5arxiv
Only the side of one half mattersstatementlemma 3.1arxiv
Localized Jackson polynomialstatementlemma E.1arxiv
Scaling of the convex Hellinger modulusstatementlemma B.3arxiv
M29FC8G0EQstatementproposition 5.7arxiv
Uniform margin accuracystatementlemma A.1arxiv
Weighted $L_1$ approximation of a jumpstatementlemma E.3arxiv
Uniform convergence of clean threshold risksstatementlemma A.2arxiv
Count-only and observed-question minimax risks are equivalentstatementcorollary 4.5arxiv
Integrated approximation under a margin conditionstatementlemma E.2arxiv
Transfer from the scalar count experiment to observed questionsstatementtheorem 4.4arxiv
Finite-sample Hellinger-modulus upper boundstatementtheorem B.2arxiv
Robust affinity teststatementlemma B.4arxiv
Durrmeyer spectral decompositionstatementproposition 5.6arxiv
Equal-weight discretization preserving the margin classstatementlemma D.1arxiv
$L_1$ duality produces a moment-canceling familystatementlemma E.4arxiv
Hard-margin root-$Q$ lower boundstatementproposition 4.3arxiv
Question-limited regimestatementcorollary 5.2arxiv
Buffered ERMstatementtheorem 2.2arxiv
Bernstein parametrizationstatementlemma 5.3arxiv
Pooled rare-boundary lower boundstatementtheorem C.1arxiv

Catalogue records