The space of weight-2 cusp forms for the congruence subgroup has dimension , where is the genus of the modular curve . The prime is distinguished as the largest prime for which has class number one, a list completed by Heegner , Stark , and Baker .
For each prime in the set the Hecke operator acts on . (At , the operator is , since divides the level.) The Hecke trace Gram matrix is a symmetric positive definite matrix with integer entries, computable via the Eichler–Selberg trace formula or directly in a computer algebra system supporting modular forms (we used SageMath ).
The present note has two layers.
First, we record the exact distance-geometric identity where and is the centering matrix. This is the classical double-centering identity of Schoenberg , but here it identifies the centered Hecke operator with the canonical centered Gram matrix recovered from Hecke trace distances.
Second, we compare to the cotangent Laplacian built from the same distance data. The complete graph endowed with edge lengths carries a canonical formal cotangent operator. Although this graph is not a triangulated surface in the usual Regge sense, the resulting symmetric Laplacian is numerically almost diagonal in a -eigenbasis. This suggests that the Hecke trace geometry and the discrete cotangent geometry are much closer than one would expect a priori. The level 163 example is the main case study; a later scan is included only to show that the phenomenon is broader than a single isolated example.
All computations were performed in SageMath using ModularSymbols(163, 2) and verified by independent evaluation of traces.
[prop:G] The matrix , with rows and columns ordered as , is Its eigenvalues, in increasing order, are approximately In particular, is positive definite and .
Direct computation in SageMath. The identity follows from the fact that (the Atkin–Lehner involution) at prime level, so on the -dimensional space.
Given the Gram matrix , define the Hecke distance matrix by and the centering matrix where . The centered Hecke operator is .
[thm:centering] With , , , and as above, Both equalities hold exactly over .
Write , where . Then since and . This is Schoenberg’s classical identity . Since all entries of and are rational integers, the identity holds exactly over .
The matrix annihilates , hence . In the present case has exactly six nonzero eigenvalues, namely and one zero eigenvalue in the direction of .
We equip the complete graph on vertex set with edge lengths
For each triangle in , define the angle at vertex by the Euclidean law of cosines: The cotangent weight of edge is where the sum runs over the five triangles containing the edge .
The cotangent Laplacian is the matrix
The complete -skeleton of is not a -manifold triangulation: each edge lies in five triangles. Thus should be read as the formal cotangent operator attached to the Hecke length data, rather than as the Laplace–Beltrami operator of a genuine piecewise-flat surface.
The matrix is symmetric and satisfies . In the present computation its spectrum is nonnegative: One cotangent edge weight is slightly negative, so we do not claim positive semidefiniteness by abstract construction alone.
The exact theorem concerns , not . Indeed, an identity is impossible, because Thus the correct comparison is between and the centered Hecke operator on .
[prop:bridge] Let and be as above, restricted to the six-dimensional subspace . Then:
The sorted nonzero eigenvalue sequences of and have Pearson correlation coefficient
Under the overlap-maximizing matching of eigenvectors, the pairing is order-reversing: the largest eigenvalue of is matched with the smallest nonzero eigenvalue of , and vice versa.
Each eigenvector of on has a matched eigenvector of such that with the maximum overlap attaining and the mean overlap equal to .
The relative commutator norm satisfies where denotes the Frobenius norm.
In the eigenbasis of , the matrix has off-diagonal Frobenius norm equal to of its total Frobenius norm.
All values are computed from the exact integer matrix of Proposition [prop:G], with cotangent weights evaluated in double-precision floating point.
The numerical evidence therefore supports not the false identity , but the weaker and more plausible bridge principle that is nearly diagonal in the centered Hecke eigenbasis.
To compare levels with increasing arithmetic complexity, define the cumulative class-number-one sets For each level we form the Hecke trace matrix on the corresponding set , then define , , and exactly as above.
[prop:family] The off-diagonal fraction —defined as the ratio of the off-diagonal Frobenius norm of in the eigenbasis of to the total Frobenius norm of that restricted matrix—takes the values
| Level | |||
|---|---|---|---|
Among these three cumulative levels, the near-diagonalizability is strongest at level .
This comparison is cumulative rather than intrinsic: the sets , , and are nested prefixes of the class-number-one primes, not the split-Heegner sets at the corresponding levels. We make this explicit because the numerical trend depends on that choice of family.
A broader scan over prime levels with the same cumulative family choice shows that level 163 is not globally minimal for the off-diagonal fraction. Among the full seven-operator cumulative cases in that scan, levels , , and all give smaller values than the level-163 value . Thus Proposition [prop:family] should be read as a local comparison among the three displayed cumulative levels, not as a global extremality claim for 163.
The double-centering identity (Theorem [thm:centering]) is classical, but its application to the Hecke Gram matrix at Heegner primes yields an exact arithmetic consequence: the pairwise Hecke distances determine the centered Hecke operator without loss.
The cotangent operator attached to the same distance data is not equal to the Hecke operator. Nevertheless, Proposition [prop:bridge] shows that the two operators almost share an eigenbasis. This is the mathematically robust bridge: not equality of matrices, but near-simultaneous diagonalizability on the centered subspace.
The exact content of this note is therefore asymmetric: the double-centering identity is a theorem, while the Hecke–cotangent bridge is a numerical phenomenon anchored at level 163. The local comparison of Proposition [prop:family] shows that the bridge improves from and to inside one natural cumulative family, but the broader scan shows that this does not extend to a global minimality statement. Any claim that 163 is geometrically extremal must therefore depend on a more refined arithmetic selection principle than the cumulative family alone.
One further numerical feature merits mention. If the nonzero eigenspaces are paired by maximum overlap, then the cotangent eigenvalues are fit substantially better by a decreasing rational function of the centered Hecke eigenvalues than by an affine rescaling. This suggests that the correct next conjecture is not , but rather that is approximately of the form for a monotone decreasing scalar function .
Computations were performed in SageMath , NumPy, and SciPy.
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