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EDD2-T01
Information-conditioned quadratic accessibility
PROVED
Optimal gross adaptation benefit is 1/2 tr[W(W+eta I)^(-1) E[m m^T]], m=E[r|I].
[ "Finite second moments", "Fixed conditional control map K", "Positive quadratic effort price eta", "Allowed nonanticipative information" ]
MATHEMATICAL_SUPPLEMENT.md
s-bayes
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "A local quadratic decision value; not universal nonlinear reachability." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-P02
Information and control monotonicity
PROVED
Nested information and PSD-greater control Gramians cannot decrease the exact value.
[ "Nested information sigma fields or fixed information", "Effort and behavioral metrics transported" ]
MATHEMATICAL_SUPPLEMENT.md
s-mono
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Changing the learning operator or cost invalidates a mere coordinate comparison." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-P03
Evidence-control principal-angle matching
PROVED
For rank-r isotropic evidence/control subspaces, gain is vec/2 times the sum of squared principal-angle cosines.
[ "Orthonormal bases", "Specified isotropic nonzero spectra" ]
MATHEMATICAL_SUPPLEMENT.md
s-angles
[ "research/v2/src/joint.py" ]
[ "research/v2/results/summary.json" ]
[ "Equal ranks alone do not ensure overlap." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-P04
Gaussian explained covariance
PROVED
Explained covariance equals Sigma-(Sigma^(-1)+F)^(-1).
[ "SPD Gaussian prior", "Independent linear Gaussian observation noise", "PSD evidence precision F" ]
MATHEMATICAL_SUPPLEMENT.md
s-gauss
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "For singular priors restrict to support." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T05
Sharp Holder reserve-birth threshold
PROVED
A s/(1+s) t/(1+t)-as-bt has a positive optimum iff A>(a^(1/3)+b^(1/3))^3.
[ "s,t initially absent nonnegative normalized resources", "a,b strictly positive linear prices", "Gaussian/quadratic scalar reduction" ]
MATHEMATICAL_SUPPLEMENT.md
s-birth
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Existing evidence and nonlinear storage prices change the threshold." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-C06
Coordinate-greedy empty-reserve trap
PROVED
Coordinate maximization and projected first-order ascent initialized at the empty pair stay there even above the profitable joint-birth threshold.
[ "Exact stated scalar objective", "Zero initialization", "Specified coordinate or projected-gradient rule" ]
MATHEMATICAL_SUPPLEMENT.md
s-trap
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "A restricted algorithmic comparison, not a lower bound against all neural optimizers." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T07
Exact scalar access-cost frontier
PROVED
Minimum cost for joint retained fraction q is ((a+b)q+2 sqrt(abq))/(1-q).
[ "0<q<1", "a,b>0", "Specified two-resource saturation" ]
MATHEMATICAL_SUPPLEMENT.md
s-front
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Precision and mobility units are not bytes or FLOPs." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T08
Noncommuting uniform joint-reserve bound
PROVED
The minimum trace cost for E^(1/2) C E^(1/2)>=qI equals d times the scalar frontier, including noncommuting matrix candidates.
[ "Finite PSD S,T", "E=S(I+S)^(-1), C=T(I+T)^(-1)", "Isotropic normalized trace prices" ]
MATHEMATICAL_SUPPLEMENT.md
s-matrix
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Defined spectral criterion, not success on every nonlinear task." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T09
Sharp specialization-action-risk allocation
PROVED
Worst-direction action factor rho relative to isotropic W0 is equivalent to W>=W0/rho; optimal expected ridge access uses floored spectral water filling.
[ "Driftless quadratic action", "Fixed trace budget", "Isotropic reference", "rho>=1" ]
MATHEMATICAL_SUPPLEMENT.md
s-action
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json", "research/v2/results/summary.json" ]
[ "Action is not SGD iterations or measured hardware compute." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T10
Proper realized-accessibility witness
PROVED
The held-out score r^T S mhat-1/2 mhat^T S mhat equals deployed ridge benefit; expected regret is 1/2 E[(mhat-m)^T S(mhat-m)].
[ "Prediction uses only available information", "Specified ridge control", "Finite second moments" ]
MATHEMATICAL_SUPPLEMENT.md
s-witness
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Only proper on reachable directions; a different deployed optimizer needs recalibration." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-P11
Finite-candidate holdout confidence certificate
PROVED
Bounded independent witnesses admit a simultaneous Hoeffding bound and conservative net-gain admission.
[ "Candidate designs fixed before evaluation", "Independent bounded residual/prediction norms", "Finite candidate set" ]
MATHEMATICAL_SUPPLEMENT.md
s-conf
[ "research/v2/src/joint.py", "research/v2/src/controller.py" ]
[ "research/v2/results/verification.json" ]
[ "Not directly applicable to unbounded Gaussian tails or repeated adaptive holdout use." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T12
Discrete resource portfolio
PROVED
A cost-grid dynamic program solves the separable portfolio exactly and has the supplied additive continuous error bound.
[ "Independent calibrated modes", "Positive prices", "Finite cost grid" ]
MATHEMATICAL_SUPPLEMENT.md
s-dp
[ "research/v2/src/joint.py" ]
[ "research/v2/results/verification.json" ]
[ "Does not solve arbitrary interacting or noncommuting anisotropic design." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-T13
Resource-aware descendant composition
PROVED
Simulation errors add, multiplicative cost factors multiply, and additive overheads compose affinely.
[ "Uniform common environment envelope", "Nonanticipative policy simulators", "Every decoder/compiler/adaptation cost charged" ]
MATHEMATICAL_SUPPLEMENT.md
s-sim
[]
[]
[ "The existence of a global simulator is not implied by local Gramian checks." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-E14
Trainable paired Gaussian preparation
NUMERICALLY TESTABLE
In the executed 20-seed Gaussian experiment, joint preparation reached the exact matched value 1.28.
[ "Dimension 32, rank 4", "150 projected SGD updates", "Known Gaussian surrogate" ]
[ "research/v2/src/paired_torch.py", "research/v2/run_experiments.py" ]
[ "research/v2/results/summary.json" ]
[ "Equal geometry/evidence budgets, not equal preparation compute; informed conventional design ties." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-N15
No architecture monopoly
PROVED
A conventional system with identical evidence, feasible controls, learning operator and costs can match the reserve decision problem.
[ "Identical admissible policy sets and accounting" ]
[]
[]
[ "Rules out a universal advantage based solely on branch naming or equal parameter count." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.
EDD2-H16
Large-model total training-cost gains
CONJECTURE
Paired reserves may reduce amortized training cost in neural task streams under a complete equal-resource comparison.
[ "Calibrated useful task witnesses", "Preparation savings exceed all costs", "Protection and shift constraints hold" ]
[ "research/v2/src/dendritic.py" ]
[]
[ "No trained Transformer or universal neural experiment supplied." ]
Independent novelty not established; see research/v2/PRIOR_ART.md.