Explore the research Choose a theme to follow its results, or search across the record. Each entry leads to its exact statement, assumptions, and evidence.
Themes Matrix (advanced)
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Filter by criterion, problem level, or attribution CriterionAll Criterion-independent D-optimality Profiled Ds-optimality Normalised trace A-optimality E-optimality Problem levelAll Universal identities Score access Finite assignment Inductive rule from a sample Sample to population Population design Information accounting Application AttributionAll Established Derived from the literature Proved here Proved here, no precedent found Measured Counterexample Open
D-optimalityStart here The geometry, exact gains, and limits of determinant-optimal partitions. 25 results · 1 known · 14 established here · 3 boundary · 7 open Universal identities What any hard label retains, loses, and can represent. 13 results · 11 known · 2 open First-order screening When a first-order bound can safely rule out a finite move. 5 results · 5 established here Profiled Ds-optimality What changes when nuisance parameters are profiled out. 37 results · 2 known · 26 established here · 6 boundary · 3 open Trace, A and E Alternative criteria reveal which conclusions depend on the determinant. 17 results · 2 known · 6 established here · 3 boundary · 6 open Randomized and soft Randomized labels, smooth optimization, and the return to hard bins. 8 results · 3 known · 3 established here · 2 open Sample to population When a finite-sample solution says something about the population. 2 results · 1 established here · 1 open Score access From densities and classifiers to scores, and from proxy to true information. 21 results · 9 known · 6 established here · 6 open
Each theme lists what was already known, what this project established, where it breaks, and what is open. The matrix view compares criteria and problem levels across the whole record.
