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Checkable NTK Positivity and Finite-Width Gradient Descent for Scalar- and Vector-Valued PINNs with Strong-Form, Weak-Form, and Nonlocal Linear Constraints 6FY8BVP1F3

URIm2://res/6FY8BVP1F3
Kindpreprint
CreatorsZifan Lyu
Date2026-10-03
Subjectsarxiv cs.LG, arxiv cs.NA, arxiv math.NA
Scopeborder

Expressions

e1: version, preprint

Date2026-10-03
IdsarXiv 2610.04357

Items in this resource

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

ItemKindWhereSource
Layerwise decomposition of the tangent Gram matrixstatementlemma K.21arxiv
Finite-witness lower bound for the smallest eigenvaluestatementproposition D.2arxiv
Row regularity of finite-order strong-form linear constraintsstatementproposition C.8arxiv
Compatible targets and exact compressionstatementlemma H.3arxiv
Positivity criterion at depthconjectureconjecture K.26arxiv
No exponent yields a nonzero deterministic polynomial kernelstatementcorollary K.13arxiv
Depth-$H$ networkdefinitiondefinition K.20arxiv
Taylor remainder boundstatementlemma I.7arxiv
Positive-definiteness certificatedefinitiondefinition 2.7arxiv
Empty-interior hidden support breaks the exact positivity criterionexampleexample E.5arxiv
Gradient descentdefinitiondefinition 2.4arxiv
Finite-width positive definiteness at initializationstatementproposition C.11arxiv
Independence of activation-derivative polynomial functionsstatementlemma D.1arxiv
Convergence of gradient descent under abstract row regularitystatementtheorem I.2arxiv
Exact direct-sum criterion for the NTKstatementcorollary D.5arxiv
NTK existence and exact nullspace for weak-form constraintsstatementtheorem D.10arxiv
Initial error boundstatementlemma H.1arxiv
Automatic regularity for bounded functional rowsstatementlemma C.4arxiv
NTK analysis for finite linear constraintsstatementtheorem C.1arxiv
Trichotomy in the width exponentstatementtheorem K.12arxiv
Weak-form NTK: existence, nullspace, and rankstatementproposition 3.2arxiv
Two obstructions to geometric decaystatementproposition H.5arxiv
Spectral one-step descentstatementlemma I.8arxiv
Target projection for an architecture linear in its output weightsstatementlemma G.3arxiv
Depth and differential-order dependence of the constantsconjectureconjecture K.24arxiv
Classwise GD transferstatementcorollary 4.3arxiv
Limits of the two empirical objectsstatementlemma K.4arxiv
Dichotomy: affine rows concentrate, nonlinear rows do notstatementcorollary K.7arxiv
Depth-$H$ substitution into the two-layer argumentstatementproposition K.23arxiv
Lower bound on the NTK eigenvalue along trainingstatementproposition I.4arxiv
Exact mixed nonlocal residual--boundary certificateexampleexample E.11arxiv
A coupled system with a co-located dependencyexampleexample H.6arxiv
NTK existence and exact nullspace for nonlocal integral constraintsstatementtheorem D.14arxiv
Sampled linear constraintsdefinitiondefinition 2.2arxiv
Nonlocal residuals with nonlocal or Dirichlet boundary datastatementcorollary D.15arxiv
Automatic regularity for standard weak \(H^1\) rowsstatementcorollary C.5arxiv
Depth-$H$ row regularity, condition $(\mathsf G^H_\tau)$definitiondefinition K.22arxiv
Joint weak-residual and boundary criterionstatementcorollary D.11arxiv
Cubic ReLU degenerates for a fourth-order strong residualexampleexample B.1arxiv
Product row against a linear rowstatementcorollary K.8arxiv
Structural spaces and compatibilitydefinitiondefinition H.2arxiv
Nonlocal NTK: existence, nullspace, and rankstatementproposition 3.3arxiv
Exact pointwise coefficient certificateexampleexample E.9arxiv
Exact composite tangent Gram identitystatementlemma K.3arxiv
Composite rows over a base family of linear observationsdefinitiondefinition K.2arxiv
Two-dimensional weak Poisson problem with tested or pointwise boundary datastatementcorollary D.13arxiv
Exact mixed weak residual--boundary certificateexampleexample E.10arxiv
Compatible duplicate rows need only an active-subspace gapexampleexample B.4arxiv
A compactly supported $C^\infty$ activation breaks the weak criterionexampleexample E.4arxiv
Explicit nondegeneracy for a convective rowexampleexample K.9arxiv
The uncentered branchstatementproposition K.15arxiv
Prediction difference between consecutive iteratesstatementproposition I.3arxiv
Taylor-coefficient and evaluation rank characterizationstatementproposition D.6arxiv
Rank conditions from monomials and momentsstatementcorollary D.7arxiv
A sharp interface lies outside the strong-form class but gives a bounded weak rowexampleexample B.5arxiv
Convergence when all errors lie in a fixed subspacestatementcorollary H.4arxiv
Coupled linear advection--diffusion systemexampleexample F.1arxiv
Continuum weak Poisson problem with a discontinuous coefficientstatementcorollary D.12arxiv
Singular NTK with distinct constraints and zero nullspace projectionexampleexample E.8arxiv
Width exponentdefinitiondefinition K.1arxiv
Linear independence across all parameter contributionsstatementlemma G.1arxiv
One-step parameter motionstatementlemma I.5arxiv
Automatic regularity for weak \(H^k\) rows in any dimensionstatementcorollary C.6arxiv
Parameter displacement from initializationstatementlemma I.6arxiv
A fully numerical finite-width GD certificateexampleexample D.3arxiv
Two-layer networkdefinitiondefinition 2.1arxiv
Loss and tangent Gram matrixdefinitiondefinition 2.3arxiv
Initialization law and moment existenceexampleexample B.6arxiv
Smoothness without analyticity collapses the weak feature spanexampleexample E.3arxiv
Abstract row-regularity conditiondefinitiondefinition C.2arxiv
Pointwise NTK: existence, nullspace, and rankstatementproposition 3.1arxiv
Exact limiting-NTK nullspace for a network with hidden biasesstatementproposition G.2arxiv
Abstract NTK analysisstatementtheorem C.10arxiv
Positive definiteness during trainingstatementproposition C.14arxiv
Positive definiteness from independent continuous parameter-derivative functionsstatementlemma D.4arxiv
Ridge analyticity and density in Sobolev spaces, any dimensionstatementlemma D.8arxiv
Coupled vector rows require joint rankexampleexample B.3arxiv
The linear certificate controls both base matricesstatementlemma K.6arxiv
Local row regularitydefinitiondefinition 4.1arxiv
A shared PDE--boundary point can be singular or benignexampleexample B.2arxiv
Finite-width GD for fixed linear observationsstatementtheorem 4.2arxiv
Random limit of the tangent Gram matrix for composite rowsstatementproposition K.5arxiv
The ridge-density clause of $\mathsf W_{\mathrm{pd}}$ is load-bearingexampleexample E.1arxiv
Positive definiteness for a Poisson PINNexampleexample E.7arxiv
Automatic regularity of finite-measure rowsstatementproposition C.7arxiv
Deleting $\gamma>0$ from $\mathsf N_{\mathrm{pd}}$: an even activation collapses two distinct Dirac rowsexampleexample E.2arxiv
A heavy-tailed initialization law destroys the deterministic limitexampleexample E.6arxiv

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