Isogeny graphs on superspecial abelian varieties: Eigenvalues and Connection to Bruhat-Tits buildings
Abstract.
We study for each fixed integer , for all primes and with , finite regular directed graphs associated with the set of equivalence classes of -marked principally polarized superspecial abelian varieties of dimension in characteristic , and show that the adjacency matrices have real eigenvalues with spectral gaps independent of . This implies a rapid mixing property of natural random walks on the family of isogeny graphs beyond the elliptic curve case and suggests a potential construction of the Charles-Goren-Lauter type cryptographic hash functions for abelian varieties. We give explicit lower bounds for the gaps in terms of the Kazhdan constant for the symplectic group when , and discuss optimal values in view of the theory of automorphic representations when . As a by-product, we also show that the finite regular directed graphs constructed by Jordan-Zaytman also has the same property.
Key words and phrases:
Isogeny graphs, cryptographic hash functions, automorphic forms1. Introduction
Isogeny graphs are finite graphs associated with elliptic curves, more generally, abelian varieties over finite fields. They have attracted attention not only in arithmetic geometry but also in cryptography since the objects consist a building block in a prospective secure encryption scheme. It is believed that finding a path between an arbitrary pair of points is highly intractable in those graphs whereas a relatively short random walk path ends up with a fairly randomized vertex. In this paper, we study a random walk, thus mainly concerning the latter, on the isogeny graphs based on principally polarized superspecial abelian varieties over of dimension at least formed by -isogenies with for primes and . This is one of natural generalizations beyond the supersingular elliptic curves, the case corresponding to dimension .
1.1. Main Theorems
To go into further explanation we need to fix some notation and the details are left to the relevant sections. Let be a prime and be a positive integer. Fix an algebraically closed field of the finite field . Let be the set of isomorphism classes of all principally polarized superspecial abelian varieties over which are of dimension . We denote such an abelian variety endowed with the principal polarization which is an ample line bundle on with the trivial Euler-Poincaré characteristic. For a principally polarized superspecial abelian variety we write for the class of in . It is known that is a finite set and more precisely that
for all large enough and for some positive constants and depending only on (it follows from the mass formula (1.2) in p.1419 of [Yu12]).
Fix a representative in a class of and a prime . For each in a class of , there exists an isogeny of -power degree such that is a maximal totally isotropic subspace of for some (it follows from Theorem 2.7 in Section 2.5 in this paper and Theorem 34 of [JZ21]). We call an -marking of from . Two -markings of from differ by only an element in
where stands for the Rosati involution associated to (see Proposition 2.3).
We define
(1.1) |
where and is an -marking from . Here two objects and are said to be equivalent if there exists an isomorphism such that and differ by only an element of in which case we write . We write for the class of where is a principally polarized superspecial abelian variety with an -marking from . Let be a maximal totally isotropic subgroup (or a Lagragian subspace in other words) of . Then the quotient yields an object, say in a class in and the natural surjection is called an -isogeny (see Proposition 2.1 and Definition 2.3). Any -isogeny between two objects in arises in this way. We remark that the number of maximal totally isotropic subgroups is
for each .
We are now ready to define the (-marked) -isogeny graph for is defined as a directed graph where
-
•
the set of vertices is and
-
•
the set of directed edges between two vertices and is the set of equivalence classes of -isogenies between corresponding principally polarized superspecial abelian varieties commuting with marking isogenies representing and . In other words, if and correspond to and with -markings and respectively, then an edge from to is an -isogeny such that two markings and of from differ by an element of .
Our graph is regular since it has -outgoing edges from each vertex, possibly loops and multiple edges from one to another. The associated random walk operator for is self-adjoint with respect to a weighted inner product by the inverse of the order of the reduced automorphism group (see Section 5.2). Our first main result is the following:
Theorem 1.1.
Let be a prime. For each fixed integer and for each fixed prime , the finite -regular directed multigraph has the second largest eigenvalue of the normalized Laplacian satisfying that
where is a positive constant depending only on and .
We defined the normalized Laplacian on a regular directed multigraph of degree by for the adjacency matrix of . Note that has the simple smallest eigenvalue provided that the graph is strongly connected, i.e., there exists a directed edge path from any vertex to any other vertex. In Theorem 1.1, we actually have an explicit lower bound for : For every integer , for all primes and with ,
(Corollary 5.5 in Section 5.4). In the course of the proof of Theorem 1.1, we relate to a finite quotient (see Subsection 3.3) of the special 1-complex defined in terms of the Bruhat-Tits building for (see Theorem 2.7 and Section 4.5). We then move on to prove the desired property by using Kazhdan’s Property (T) of for .
In [JZ21], Jordan and Zaytman introduced a big isogeny graph based on . We will show in Section 2 and Section 3 that there exist natural identifications
which induce natural isomorphisms as graphs between three objects:
-
(1)
,
-
(2)
, and
-
(3)
the regular directed graph defined by .
It follows from this that the adjacency matrices of the above three graphs agree with each other. Therefore, the structure of Jordan-Zaytman’s graph is revealed by our main theorem:
Theorem 1.2.
Let be a prime. For each fixed integer and for each fixed prime , a finite -regular directed multigraph has the same property as in Theorem 1.1.
This result implies the rapid mixing property of a lazy version of the walk; see [FS21b, Theorem 4.9].
We discuss some theoretical features for each of our work and previous works due to Pizer and Jordan-Zaytman. Instead of using , Pizer handled the moduli space of supersingular elliptic curves with non-trivial levels to avoid that non-trivial automorphisms happen (see [Piz98], [Piz90]). Therefore, his graphs are regular undirected graphs so that they are Ramanujan by Eichler’s theorem via Jacquet-Langlands theory. However, if mod 12, then each vertex of does not have non-trivial automorphisms other than .
Jordan-Zaytman’s graphs are useful and fit into the computational implementations (cf. [CDS20], [KT20], [FS21a], [FS21b]) as explained in the next subsection. However, it may be hard to directly obtain the uniform estimation of the eigenvalues of the normalized Laplacian. Our graphs do not, unfortunately, well-behave in the computational aspects. However, there is a natural correspondence between and as explained. A point here is that these two objects have markings from a fixed object while does not have it. However, fortunately, there is a natural correspondence between and . Then eventually we can relate with via the intermediate object .
It seems interesting to consider the moduli space of principal polarized superspecial abelian varieties with a non-trivial level so that the reduced automorphism group of any object is trivial. This will be discussed somewhere else.
1.2. Motivation from isogeny-based cryptography
This study is largely motivated by a possible approach to cryptographic hash functions from isogeny graphs. Let us begin with a brief review of the notation of hash functions, which are widely used in computer science. For a general reference on hash functions in cryptographic context, see Chapter 5 of [KL14] for example.
A hash function is an efficiently computable function taking as input a message of any length and outputting a value of fixed length , i.e. , where . A standard condition required for hash functions in cryptography is collision resistance; it is computationally hard for any probabilistic polynomial-time algorithm to find a pair of distinct messages such that . Collision resistant hash functions have numerous applications in cryptography. For example, such functions are used as components of pseudo-random generators, Hash-based Message Authentication Code, digital signatures and so on.
However, despite its importance, it is hard to construct such a function because to design a collision resistant hash function requires suitable mixing and compressing bit strings of any length. As one can see in [Gol11], [CGL09], there is an approach to design hash functions by employing expander graphs on which random walks mix rapidly. Due to Pizer’s work [Piz90], [Piz98], isogeny graphs of supersingular elliptic curves have attracted attention as a tool for realizing a good expansion property. In this subsection, we explain this research direction and state our research question.
CGL hash functions
Let and are distinct prime numbers. Moreover, we impose . In thi case, the vertices on have no automorphism other than . Charles, Goren and Lauter [CGL09] proposed construction of hash functions based on .
We explaine the recipe of their construction of a hash function from the graph as follows. Let be a fixed curve in where is a monic cubic, and be a fixed edge. We remark that the edges are undirected due to the existence of the dual isogeny. The non-trivial 2-torsion points are points where are roots of the cubic for . Subgroups generated by each lead 2-isogenies outgoing from . Here, the points are numbered by some order of and we suppose that the edge corresponds to the subgroup . Let be a random -bit message. The message determines a non-backtracking walk 111To avoid trivial collision, we impose the condition of non-backtrack on walks in this construction. on in the following way.
First, we compute an isogeny with kernel by using Vélu’s formula [Vél71]. Second, we have non-trivial three 2-torsion points on and we number one of them corresponding the dual of with . The remaining two 2-torsion points are numbered by the order in ; and . Then, we do a similar procedure for and obtain by computing the isogeny with kernel generated by . Finally, by repeating this computation, the end-point is obtained as the terminal of the sequence of supersingular elliptic curves such that for . To get a compressed value of from , in [CGL09], the authors propose using some linear function ; that is, . In this way, we construct the function from non-backtracking random walks on , which is called CGL hash function now. In a similar fashion, the hash function using 3-isogeny is also investigated in [TTT17] .
The Ramanujan property of for guarantees efficient mixing processing of these functions (for most precise results, see [LP16, Theorems 1 and 3.5]). In view of security of these functions, the collision resistant property is supported by assumptions on hardness of computing a chain of isogenies between given isogenous supersingular elliptic curves. Indeed, finding collisions yield to pairs of supersingular elliptic curves and two chains of -isogenies between them whose kernels are distinct each other.
Isogeny-based Cryptography
We provide a little bit about the recent progress in public-key cryptography using supersingular isogenies. The above construction of the cryptographic hash function from supersingular isogenies opens the door to a new research area of practical public key cryptography whose security relies on computational hardness of computing isogenies between given two supersingular elliptic curves. Public key cryptography in such style is called isogeny-based cryptography now.
Here, what is important is that there is currently no known polynomial-time (even quantum) algorithm to compute an isogeny between given two supersingular elliptic curves unlike the integer factorization problem or the discrete logarithm problem. Indeed, an isogeny-based cryptography is regarded as an important object in the context of post-quantum cryptography: it has been proposed as cryptographic primitives, for example, SIDH (Supersingular Isogeny Diffie-Hellman)[DJP14, JD11] and CSIDH (Commutative Supersingular Isogeny Diffie-Hellman)[CLM+18]. Therefore, isogeny-based cryptography is one of the promising candidates of post-quantum cryptography among lattice-based cryptography, code-based cryptography and multivariate cryptography.
Toward higher dimensional analogue of CGL hash functions
There have been several studies on the big isogeny graph defined in [JZ21] from both number theoretic and cryptographic viewpoints. In the rest of this section, we describe recent progress in studies on the graphs and a contribution of our work in this context.
Concerning the two dimensional case, the CGL-like construction of hash functions was first attempted by Takashima [Tak18], which used the supersingular -isogeny graph (i.e., the case when and ). However, Flynn and Ti [FT19] showed that this graph has many short cycles from which trivial collisions of random walks may be derived. After these works, Castryck, Decru and Smith [CDS20] modified Takashima’s construction and suggested to use a subgraph of isogeny graphs of superspecial abelian varieties consisting of Jacobians of curves of genus . The idea here is to keep choosing paths to become good extension, which allow us to avoid trivial collisions. Moreover, they counted the number of good extensions of a -isogeny (see Proposition 3 in [CDS20]). There are eight good extensions for an isogeny between Jacobians, which are suitable for associating 3-bit information to one step of a random walk.
In the case of abelian varieties of dimension , the existence of nontrivial automorphisms complicates the structure of graphs. For , the classification of possible automorphism groups arising from Jacobians and elliptic product was done by Ibukiyama, Katsura and Oort [IKO86]. Based on these results, in the case when and , Katsura and Takashima [KT20] counted the number of Richelot isogenies and decomposed Richelot isogenies up to isomorphism outgoing from Jacobians and those outgoing from elliptic products and computed the multiplicity of each edge. Moreover, advancing this work further, Florit and Smith [FS21a] studied the local neighborhoods of vertices and edges in and gave many illustrations. In [FS21b], they also investigated behavior of random walks on the big isogeny graphs and gave numerical experiments of the mixing rate of .
However, we know little about expansion properties of these graphs so far. Our contribution is to give an affirmative answer to this question in Theorem 1.1 and Theorem 1.2. In this paper, good mixing property of the big isogeny is shown as a result of proving that the isogeny graphs defined in this paper have good expansion property and they are equivalent to the big isogeny graphs . So, random walks on the graphs and tend to the natural stationary distribution rapidly. This gives an evidence that the big isogeny graphs , which have been investigated, may be suitable for cnstruction of cryptographic hash functions from superspecial abelian varieties.
Finally, we give an example of an illustration of a graph considered in this paper, i.e. , which is equivalent to the big isogeny graph . For and , the graph is computed in [CDS20] and [KT20] as illustrated below.

1.3. Organization of this paper
In Section 2, we give two interpretations of according to works of Ibukiyama-Katsura-Oort-Serre and Jordan-Zaytman. The former is helpful to compute the cardinality of while the latter is helpful to make the compatibility of Hecke operators at transparent. As mentioned before, this is a crucial step to apply Property (T) (hence, Theorem 5.4) with our family . In Section 3, we discuss a comparison between the graph and that of Jordan-Zaytman . In Section 4, we study Bruhat-Tits buildings for symplectic groups. Then, in Section 5, the main result is proved in terms of the terminology in the precedent sections. Finally, in Section 6.1 we give a speculation in view of the theory of automorphic forms.
1.4. Notations
For a set , the cardinality is denoted by . Throughout the paper, we use the Landau asymptotic notations: for positive real-valued functions and for integers , we denote by if as , by if there exists a positive constant such that for all large enough , and if we have both and .
Let be a positive integer and the identity matrix of size . Put
We define a functor from the category of rings to the category of sets by
for each commutative ring and we call the similitude of . It is well-known that the functor is represented by a smooth group scheme over . The similitude defines a homomorphism as group schemes over . We define which is called the symplectic group of rank . The similitude splits and in fact it is given by . It follows from this that . In the sections related to abelian varieties, we put while we keep in Section 4 through 5.
For any algebraic group over a field, we denote by the center of .
Acknowledgements
We would like to thank Professors Yevgeny Zaytman and Bruce Jordan for informing us of issues in the first version of this paper and correcting references; the current version has been revised substantially since then—–we greatly acknowledge them for their comments. We would also like to thank Professor Tsuyoshi Takagi for many helpful discussions and encouragement, and Professor Ken-ichi Kawarabayashi for fostering an ideal environment which made this collaboration possible. Y.A. is supported by JST, ACT-X Grant Number JPMJAX2001, Japan. R.T. is partially supported by JSPS Grant-in-Aid for Scientific Research JP20K03602 and JST, ACT-X Grant Number JPMJAX190J, Japan. T.Y. is partially supported by JSPS KAKENHI Grant Number (B) No.19H01778.
2. Superspecial abelian varieties
In this section we refer [Mum70] for some general facts of abelian varieties. The purpose here is to understand Theorem 2.10 of [IKO86] in terms of the adelic language which is implicitly given there. Another formulation is also given in terms of -adic Tate modules (see also Theorem 46 of [JZ21] in more general setting). This explains the compatibility of Hecke operators on principally polarized superspecial abelian varities and the special 1-complex of the Burhat-Tits building in question. This result will be plugged into the main result in Section 5 to prove Theorem 1.1.
2.1. Superspecial abelian varieties
Let be a prime number and be an algebraically closed field of a finite field of characteristic . In our purpose, we may put . Let be an abelian variety over of dimension and we denote by the dual abelian variety (cf. Section 9 of [Mil86]). The abelian variety is said to be superspecial if is isomorphic to for some supersingular elliptic curve over (see Sections 1.6 and 1.7 of [LO98] for another definition in terms of -number). As explained in loc.cit., for any fixed supersingular elliptic curve over , every superspecial abelian variety of dimension is isomorphic to . (Here the assumption is essential and indeed, this is not true for . See also Theorem 4.1 in Chapter V of [Sil09].) Throughout this section, we fix a supersingular elliptic curve .
2.2. Principal polarizations
Let be an abelian variety over . A polarization is a class of the Néron-Severi group which is represented by an ample line bundle on . The definition of polarizations here is different from the usual one but it is equivalent by Remark 13.2 of [Mil86] since .
For each ample line bundle we define a homomorphism
where stands for the translation by and we denote by its pullback. By APPLICATION 1, p.60 in Section 6 of Chapter II in [Mum70], is an isogeny, hence it has a finite kernel since is ample. If we write for an ample divisor on corresponding to , namely, , then by Riemann-Roch theorem in p.150 of loc.cit., we have
(2.1) |
where stands for the Euler-Poincare characteristic of and is the -fold self-intersection number of . Since is ample, .
Definition 2.2.
Keep the notation being as above.
-
(1)
An ample line bundle on is said to be a principal polarization if , equivalently, .
-
(2)
For a principal polarization on , we call a couple a principally polarized abelian variety. For two polarized abelian varieties , a morphism between them is a homomorphism such that where is the dual of defined by the pullback of on line bundles. Since , the above condition is equivalent to .
Proposition 2.1.
Let be a principally polarized abelian variety in characteristic . Let be a prime number different from and be a maximal totally isotropic subspace of for with respect to the Weil pairing associated to . Then, there exists an ample line bundle on the quotient abelian variety which is unique up to isomoprhism such that is a principally polarized abelian variety in characteristic such that where is the natural surjection.
Proof.
Notice that is symmetric. The claim follows from (11.25) Proposition of [EGM]. ∎
Definition 2.3.
Let and be two principally polarized abelian varieties in characteristic . Let be a prime different from .
-
(1)
An isogeny is said to be an -isogeny if
-
•
is a maximal totally isotropic subspace of with respect to the Weil pairing associated to , and
-
•
.
-
•
-
(2)
An isogeny is said to be an -marking of from if for some integer .
Proposition 2.2.
Keep the notation in Definition 2.3. Let be an -marking of from , then there exists an -marking of from such that and for some integer .
Proof.
By Theorem 34 of [JZ21], we may assume is an -isogeny. Put . Then where . It is easy to see that is a maximal totally isotropic subspace of with respect to the Weil pairing associated to . Therefore, we have an -isogeny . However, and the later isomorphism induces the identification of and where stands for a unique descend of on (see Proposition 2.1). The proportion of and is symmetric and hence we have the claim. ∎
We study the difference of two -markings. Let us keep the notation in Definition 2.3. By using the principal polarization we define the Rosati-involution on by
(2.4) |
Notice that is an anti-involution.
Proposition 2.3.
Let us still keep the notation in Definition 2.3. Let be two -markings. Then there exists such that and for some integer .
2.3. Class number of the principal genus for quaternion Hermitian lattices
In this subsection we refer Section 3.2 of [Ibu20] for the facts and the notation. Let be a prime number and be a positive integer. Let be the definite quaternion algebra ramified only at and (see Proposition 5.1, p.368 of [Piz80] for an explicit realization). We write with and . For each , the conjugation of is defined by . Then are called the norm and the trace of respectively. Let us fix a maximal order of which is also explicitly given in Proposition 5.2 of [Piz80]. The pairing on is defined by the following manner:
A submodule is said to be -lattice if
-
•
is a -lattice in , hence ;
-
•
is a left -module.
For an -lattice , we define by the two sided (fractional) ideal of generated by . The ideal is called the norm of .
For a commutative ring , we extend the conjugation on to by for each and . Further, for each (the set of matrices over ) we define . We define the algebraic group over which represents the following functor from the category of rings to the category of sets:
where stands for the identity matrix of size . The similitude map is defined by . Put as an algebraic group. The group scheme resp. over is said to be the generalized unitary symplectic group unitary symplectic group and it is symbolically denoted by resp. . It is easy to see that is compact modulo center and is, in fact, compact, since is definite. By definition, resp. is an inner form of resp. .
Remark 2.4.
Historically, automorphic forms on for were studied by Ihara-Ibukiyama see [Ibu18] and suitable references there. After Ibukiyama’s joint works with Ihara, he and his collaborators have pursued an analogue of Jacquet-Langlands correspondence for .
Let us keep introducing some notation. For two -lattices of , they are said to be globally equivalent (locally equivalent at a rational prime ) if for some ( for some ). We also say and belong to the same genus if is locally equivalent to for each rational prime . For each -lattice , we denote by the set of all -lattices such that and belong to the same genus. The set is called a genus and we denote by the set of globally equivalent classes of .
Definition 2.5.
For each -lattice , the cardinality of is called the class number of . In particular, is said to be the principal genus class and put
Let be the ring of adeles of and be the finite part of . For an -lattice and each rational prime , put which is an open compact subgroup of . Then makes up an open compact subgroup of . For each element of and an -lattice , put
and it is easy to see that is also an -lattice which is locally equivalent to at each prime . Hence we have
(2.6) |
where is diagonally embedded in as . As for the computation of the class number of the principal genus, the case of is due to Eichler [Eic38] (see also Theorem 1.12, p.346 of [Piz80]) and the case of is handled by Hashimoto-Ibukiyama [HI80].
2.4. Ibukiyama-Katsura-Oort-Serre’s result in terms of adelic language
Let us fix a prime and put . For each positive integer, we denote by the set of all isomorphism classes of principally polarized abelian variety over of dimension . Henceforth we assume . According to [IKO86] we describe in terms of adelic language.
Let be a supersingular elliptic curve over . It is well-known that is the definite quaternion algebra ramified only at and with a maximal order . For each prime , put . Put and define a divisor on by
where stands for the origin of . By using suitable parallel transformations, it is easy to see that . It follows from (2.1) that is a principal polarization. Let us fix the principally polarized abelian variety . Pick another principally polarized abelian variety . As explained before, is isomorphic to and by pulling back to , there is one to one correspondence between and the set of isomorphism classes of principal polarizations on . Therefore, we have
(2.7) |
where is defined by for each class . By Proposition 2.8 of [IKO86], the image of under the map (2.7) is given by
(2.8) |
We remark that the Hauptnorm in p.144 of [IKO86] is nothing but the reduced norm of and for , if and only if . Pick from the set (2.8). By Lemma 2.4 of [IKO86], for each prime , there exists such that . Consider an -lattice . By Corollary 2.2 of [IKO86], there exists such that . Since , and clearly . Therefore, by Lemma 2.3 of [IKO86], we conclude that . It follows from Lemma 2.3 of [IKO86] again that the association from to is bijection. Summing up, we have the following:
Proposition 2.5.
Ibukiyama-Katsura-Oort-Serre’s theorem There is a one-to-one correspondence between and .
We denote by the center of . Recall the open compact subgroup from (2.6) for . For each prime , put . Clearly, . We identify (resp. ) with (resp. ). Under this identification, we have for or (cf. Lemma 4 of [Ghi04]). Therefore, for any subring of , is naturally identified with a subgroup of under the inclusion .
Proposition 2.6.
For each prime , there is a one-to-one correspondence between and
Proof.
For any algebraic closed field , . Since is simply connected as a group scheme over , so is . Let be the finite adeles of outside . By the strong approximation theorem (cf. Theorem 7.12, p.427 in Section 7.4 of [PR94]) for with respect to and using the exact sequence
we have a decomposition
(2.9) |
Combining (2.6) with (2.9), we have
We remark that at the last line is intentionally inserted due to the formulation in terms of Bruhat-Tits building handled later on. Further, the centers of and are and respectively. The equality explains how shows up there. We have also used to obtain the fourth line. ∎
2.5. Another formulation due to Jordan-Zaytman
Let be a prime. Both of and the Bruhat-Tits building endowed with Hecke theory at . However, it is not transparent to see the compatibility of Hecke actions on both sides under the one-to-one correspondence (2.4). To overcome this, due to Jordan-Zaytman [JZ21], we use another formulation of and its connection to by using -adic Tate modules.
Pick from a class in . For a positive integer , let
and put . We denote by the -adic Tate module and by the -adic rational Tate module (cf. Section 18 of Chapter IV of [Mum70]). Let us define the coefficient ring to be if , if , and if . The principal polarization yields and it induces a non-degenerate alternating pairing
Let be a maximal isotropic subgroup of for some . Consider the exact sequence
Then, is a lattice of . The quotient is also a superspecial abelain variety and the line bundle is uniquely descend to a principal polarization on by Corollary of Theorem 2 in Section 23 of Chapter IV of [Mum70] (see also Proposition 11.25 of [EGM] for the uniqueness). It follows from this that has a symplectic -basis which means the matrix belongs to . Another choice of a symplectic -basis of yields for some . For each which is invertible (hence is an isogeny of degree a power of ), we see easily that where is the endomorphism of induced from . In fact, it follows from the functorial property of the pairing (see p.228 of [Mum70]). We identify with
(2.11) |
under the natural inclusion .
Fix in a class of . We introduce the following sets which play an important role in the construction of the isogeny graphs:
(2.12) |
and
(2.13) |
where is an -marking and stands for the equivalent class of . Here such two objects and are said to be equivalent if there exists an isomorphism such that and differ by only an element in . By definition, the natural map from to is surjective while is included in . With the above observation, we have obtained a map
(2.14) |
We then show a slightly modified version of Jordan-Zaytman’s theorem, Theorem 46 of [JZ21] in conjunction with .
Theorem 2.7.
Fix in a class of . Keep the notation being as above. It holds that and the map 2.14 induces a bijection
Further, the natural map is also bijective.
Proof.
Surjectivity of (2.14) follows in reverse from the construction by using Corollary of Theorem 2 in Section 23 of Chapter IV of [Mum70] to guarantee the existence of a principal polarization. By Proposition 2.6 and , we have
and it yields first two claims. With a natural surjection and (2.14), we have a surjective map
However, by construction and the identification , two objects of which go to one element in the target differ by only -markings. Therefore, the above map is bijective. Hence, .
Note that the factor is intentionally inserted in front of as explained in the proof of Proposition 2.6. ∎
As a byproduct we have
Corollary 2.8.
Let be a prime different from . Let is the isogeny graph defined in Section 1. Then, is a connected graph.
2.6. The Hecke operator at
Finally we discuss a relation of the map (2.14) with the Hecke operator at . We refer Section 3 in Chapter VII of [CF90] for general facts and Section 16 through 19 of [Gee08] as a reader’s friendly reference. For each prime different from and a class , we define the (geometric) Hecke correspondences at :
(2.15) |
where is the natural projection. Similarly, we also define the (geometric) Hecke correspondences at on :
(2.16) |
Recall where is the standard symplectic pairing on . Put . As seen before, each element of can be regarded as a lattice of such that gives a -integral symplectic structure on . Using this interpretation, each element of can be regard as a homothety class for such an . For each being as above, we define the Hecke correspondence on at
(2.17) |
where runs over all lattice enjoying as denoted and that is a maximal isotropic subgroup of with respect to the symplectic pairing . Clearly, the action of (given by multiplication from the left) on lattices are equivariant under . Therefore, it also induces a correspondence on and by abusing notation, we denote it by . For a set , we write . The identification (2.14) with the bijection
(2.18) |
yields a bijection
(2.19) |
Then we have obtained the following:
Theorem 2.9.
The following diagram is commutative:
2.7. The Hecke action and automorphisms
In this subsection we describe the behavior of the Hecke action of on the finite set
in terms of automorphism groups of objects in .
Put , and for simplicity. We write
where . For each , the coset is naturally identified with
Lemma 2.10.
Keep the notation being as above. Let be an element in the class corresponding to . There is a natural group isomorphism between and where is the group of automorphisms of .
Proof.
By construction, we have under the inclusion induced by the -marking of . Then the group obviously acts on . Thus, we have an injection . On the other hand, by Faltings’ theorem (cf. Theorem 4 of [Fal84]), . Hence we may have which is compatible with the identification . Since each element of is an -isogeny, it preserves the polarization of up to the multiplication by . It follows from this that . The opposite inclusion follows by Faltings’ theorem again. ∎
Next we study the image of each element of under the Hecke action of . Since is defined in terms of lattices (see (2.17)), we define another formulation in terms of elements in . Let . We decompose
(2.20) |
where is the index set so that . For each we define
(2.21) |
which is independent of the choice of the representatives . Let . Then for each , recall . and the finite group acts on from the left by multiplication. The action induces the orbit decomposition
(2.22) |
for some subset .
Lemma 2.11.
Keep the notation being as above. For each and , if for some , the stabilizer is isomorphic to a subgroup of .
Proof.
By assumption, for some , and . For each , let us consider the element in . By using , we see that the element belongs to . Further, if is an element of , also belongs to . Therefore, we have a group homomorphism
Clearly, this map is injective and we have the claim. ∎
We also study the converse of the correspondence from to for each . Clearly, .
Lemma 2.12.
For each and , if for some , then . In particular, it holds
Proof.
As in the proof of the previous lemma, if we write , then the conjugation by yields the isomorphism from to . The claim follows from this. ∎
Finally, we study the corresponding results in under the identification
(2.23) |
given by Theorem 2.7. We write
Let us fix and we denote by the set of all totally maximal isotropic subspace of with respect to the Weil pairing associated to . Here we use the same index as defined before. Then the group acts on since each element there preserves the polarization. As in (2.22) we also have the decomposition
Suppose corresponds to under (2.23).
Proposition 2.13.
Keep the notation being as above. The followings holds.
-
(1)
The pullback of induces an identification between and .
-
(2)
Suppose corresponds to for under the above identification. Let be the -isogeny defined by and suppose for some and thus is regarded as an -isogeny from to . Let the -isogeny obtained in Proposition 2.2 for . Then it holds
-
•
the kernel of corresponds to under the above identification,
-
•
,
-
•
, , and
-
•
.
-
•
We remark that the fourth claim of (2) in the above proposition was proved in Lemma 3.2 of [FS21b].
3. A comparison between two graphs
In this section we check, by passing to , that the graph defined by the special 1-complex is naturally identified with Jordan-Zaytman’s big isogeny graph in [JZ21].
3.1. Jordan-Zaytman’s big isogeny graph
We basically follow the notation in §7.1 and §5.3 of [JZ21]. The -isogeny (big) graph due to Jordan-Zaytman for is defined as a directed (regular) graph where
-
•
the set of vertices is , and
-
•
the set of directed edges between two vertices and is the set of equivalence classes of -isogenies between and . Here two isogenies are said to be equivalent if there exist automorphisms and such that .
The case when is nothing but Pizer’s graph handled in [Piz90].
3.2. The (-marked) -isogeny graph
Similarly, the (-marked) -isogeny graph for is defined as a directed (regular) graph where
-
•
the set of vertices is and
-
•
the set of edges between two vertices and is the set of equivalence classes of -isogenies between corresponding principally polarized superspecial abelian varieties commuting with marking isogenies representing and under the identification. In other words, if and correspond to and with -markings and respectively, then an edge from to is an -isogeny such that two markings and of from differ by only an element in .
3.3. The graph defined by the special 1-complex
Put , and for simplicity. We consider the graph associated to the quotient where and .
Two elements and in said to be adjacent if for some where is defined in (2.20).
The graph in question, say , is a directed (regular) graph where
-
•
the set of vertices is , and
-
•
the set of directed edges between two vertices and is defined by the adjacency condition in the above sense. Namely, an edge from from is with such that .
3.4. Comparison theorem
Let us keep the notation in this section. We define
Further we also define
We will prove the following comparison theorem which plays an important role in our study:
Theorem 3.1.
Proof.
Corollary 3.2.
Keep the notation being as above. The random walk matrices for , and coincide each other.
4. Bruhat-Tits buildings for symplectic groups
In this and the following chapter, we introduce a more general framework than the case to which we apply. The purpose is to simplify the notations and to indicate that the methods we use are applicable in a wider context. The reader may assume that and in the following discussion.
4.1. Symplectic groups revisited for the buildings
Let be a non-archimedean local field of characteristic different from and be the ring of integers. We fix a uniformizer and identify the residue field with a finite field of order . Further we denote by and the multiplicative groups in and respectively. Let be a discrete valuation in , normalized so that . For example, we consider the -adic field for a prime with the ring of integers , where is a uniformizer and the residue field is .
For a positive integer , let be the symplectic space over equipped with the standard symplectic pairing defined by for . For , there exists a basis such that
where equals if and if , and we call it a symplectic basis of . Each choice of a symplectic basis yields an isomorphism between the isometry group and .
Note that the following elements are in ,
(See also Section 1.4). In the subsequent sections, we consider the projectivised groups: let and be the groups and modulo the centers respectively. If we naturally identify with a normal subgroup of , then the quotient group is isomorphic to , which is generated by the images of for . Similarly, letting and be the groups and modulo the centers respectively, we identify with a subgroup in .
4.2. Bruhat-Tits building: the construction
Let be a symplectic space over of dimension . We define a lattice in as a free -module of rank . Note that if is a lattice, then is a vector space over of dimension . We say that a lattice is primitive if
and induces a non-degenerate alternating form on over .
Let for be lattices in , and we say that they are homothetic if
This defines an equivalence relation in the set of lattices in . We denote the homothety class of a lattice by . Let us define the set of homothety classes of lattices such that there exist a representative of and a primitive lattice satisfying that
By the definition, if , then a representative yields a subspace of with some primitive lattice such that it is totally isotropic, i.e., the induced non-degenerate alternating form vanishes on in . Further we define the incidence relation in and denote by for two distinct homothety classes if there exist representatives of for and a primitive lattice such that
and either or holds.
The Bruhat-Tits building (in short, building) for the group (or ) is the clique complex whose set of vertices is , i.e., defines a simplex if any distinct vertices in are incident. The building is a simplicial complex of dimension ; note that each chamber (i.e., a simplex of maximal dimension) corresponds to a sequence of lattices
where is primitive, such that
forms a complete flag of a maximal totally isotropic subspace in over .
The group acts on as simplicial automorphisms: let us fix a symplectic basis of , which we identify with the standard symplectic space over . Then the action is defined by for and , and this action is simplicial since it preserves the incidence relation. Moreover, this yields the action of the projectivised group on .
We define the label (or, color) on the set of vertices . For any lattice , there exists some such that form an -basis of . Let
Note that this depends only on the homothety class of since for and for , and for . Hence the function is well-defined and we call the label of a vertex . For example, let us consider a sequence of lattices , where
(4.1) |
and . Then and is primitive, and since the chain forms a maximal totally isotropic flag in over , the corresponding homothety classes define a chamber in . In this case, we have that for . We call the chamber determined by the fundamental chamber . Here we note that misses the values in . It is known that acts transitively on the set of chambers [Gar97, Section 20.5], i.e., every chamber is of the form for . By definition, the action of preserves the labels on . It thus implies that the action is not vertex-transitive for any .
4.3. Apartments
Let us introduce a system of apartments in the building , following [Gar97, Chapter 20] and [She07]. A frame is an unordered -tuple,
such that each is an unordered pair of lines which span a -dimensional symplectic subspace with the induced alternating form for , and
i.e., for all and all if . An apartment defined by a frame for is a maximal subcomplex of on the set of vertices such that
for some (equivalently, every) representative in the homothety class. We define a system of apartments as a maximal set of apartments.
Following [She07], we fix a symplectic basis of and a uniformizer in and lighten the notation: we denote a lattice
by , and the homothety class by . For , we have if and only if for all . This is equivalent to that for all , in which case, is a non-degenerate alternating space with the induced form over the residue field if and only if for all .
For the fixed basis, let and for . The frame determines an apartment in the building for . We call the fundamental apartment. The chain of lattice in (4.1) defines a chamber in containing :
Moreover, the following chain
where the lattices are the same as above except for the second one, defines a chamber which shares a codimension one face with .
We shall see the rest of chambers in the apartment by an action of the affine Weyl group attached to the building. Denoting by and by the subgroups preserving (as a set) and (pointwise) in respectively, the affine Weyl group is isomorphic to , which naturally acts on the chambers in transitively. For , the affine Weyl group is of type with the Coxeter diagram
on vertices. Each vertex in the Coxeter diagram corresponds to a reflection satisfying that and has order , where
The affine Weyl group of type is generated by . Given the symplectic basis , the action on it is realized as in the following:
-
exchanges and , and fixes the others,
-
exchanges and , and and simultaneously and fixes the others, and
-
maps to and to and fixes the others.
In the fundamental apartment , denoting a vertex by , we have that
and | ||
A direct computation shows that satisfy the indicated Coxeter data. Deleting either or yields a group isomorphic to the spherical Weyl group of type . Note that the vertex is fixed by for if and only if for all , and is fixed by for if and only if for all . In the fundamental chamber , such vertices are and respectively. Although we do not use the fact, it is useful to note that the spherical Weyl group is isomorphic to the signed permutation group whose order is .
Example 4.1.
If , then we have chambers containing vertex in a fixed apartment, where the fundamental chamber is defined by the chain
The locations of chambers and are indicated for generators of in Figure 4.1.
4.4. Self-dual vertices
For any lattice in a symplectic space , let us define the dual by
Note that is also a lattice in . For every , we have that , whence the homothety class depends only on . Let us call a vertex in the building self-dual if . Below we characterize self-dual vertices in terms of labels—it is essentially proved in [She07, Proposition 3.1]; we give a proof for the sake of completeness.
Lemma 4.2.
Fix an integer . For , we have that if and only if or .
Proof.
Fix a symplectic basis of the space over and identify the space with the standard symplectic space over . Let be the sequence of lattices (4.1) whose homothety classes form the fundamental chamber in the building . Note that is primitive and . For any lattice , there exist such that and . Since , we have that , and thus . This implies that
Therefore if , then , i.e., or . Conversely if or , then or for some since acts on transitively on chambers and preserves the labels of vertices. Noting that and , as well as if , and if for , we conclude that , as required. ∎
Remark 4.3.
If , then for the vertices with , the homothety class does not define a vertex, i.e., . Indeed, for the vertex of label , the homothety class of the dual has the label . For example, if , then for the lattice in (4.1), we have
and has the label , and thus it does not belong to .
4.5. Special vertices and the special -complex
For , let us call a special vertex if . We define the special -complex as a -dimensional subcomplex of based on the set of special vertices
and -simplices (edges) are defined between two incident vertices in (cf. Section 4.1): for , in , we have if and only if there exist representatives and from and respectively such that either is primitive and , or the analogous relation where the roles of and are interchanged holds. Note that since special vertices are those that are self-dual, if is primitive, then is a maximal totally isotropic subspace of over .
Lemma 4.2 shows that if and only if or , and we will see that is connected (Proposition 4.4 below). Although we do not use it in our main discussion, it is useful to point out here that admits a structure of bipartite graph. Namely, if we decompose the set of vertices into two sets: the one of those with label and the other of those with label , then the two extreme vertices of each edge have distinct labels.
We note that does not act on through the linear transformation of lattices. Indeed, a vertex of label in the fundamental chamber is sent by to a vertex of label , which does not belong to . However, restricted on , the group acts on . Moreover, the action of on is vertex-transitive since for in , we have that
Note that permutes the labels on . This defines the action of on . Letting , we identify the stabilizer of in with . If we define
then
and every edge in has one vertex in and the other vertex in . The following proposition has been shown by Shemanske; we give a proof for the sake of convenience.
Proposition 4.4 (Proposition 3.6 in [She07]).
For every integer , the special -complex is connected.
Proof.
Given two special vertices (which are not incident each other), let us take two chambers in such a way that each chamber contains either one or the other vertex. Since for any two chambers there exists an apartment which contains both of them, applying an isometry of the building if necessary, we may assume that they are within the fundamental apartment , and further one of them is the fundamental chamber . Noting that each reflection in the affine Weyl group maps to an adjacent chamber which shares at least one special vertex with . The other chamber is obtained by a successive application of reflections to and in the resulting sequence of chambers (called a gallery) we find an edge path (consisting of special vertices) connecting the given two special vertices. This shows that any two special vertices are connected by an edge path in the subcomplex based on the special vertices, i.e., is connected. ∎
5. Property (T) and spectral gaps
5.1. Property (T)
Let be a topological group and be a unitary representation of , where we assume that any Hilbert space is complex. For any compact subset in , let
and further let
where the above infimum is taken over all equivalence classes of unitary representations without non-zero invariant vectors. We call the optimal Kazhdan constant for the pair . We say that has Property (T) if there exists a compact set in such that . It is known that for a local field , if , then has Property (T), while if , then and it fails to have Property (T) [BHV08, Theorem 1.5.3 and Example 1.7.4].
For any , has Property (T) since does [BHV08, Theorem 1.3.4]. Similarly, for any , the group has Property (T) since admits a finite invariant Borel regular measure (see Section 4.1 and [BHV08, Theorem 1.7.1]). (We note that for any , the group does not have Property (T) because it admits a surjective homomorphism onto [BHV08, Corollary 1.3.5].)
We say that a subset of is generating if the sub-semigroup generated by coincides with . If has Property (T) and is an arbitrary compact generating set of (provided that it exists), then [BHV08, Proposition 1.3.2]. We will construct an appropriate compact generating set in the following.
5.2. A random walk operator
In this section, fix an integer . Recall that , and letting , we identify with the stabilizer of in . Let , and let us choose for such that and for each projects onto the reflection in the affine Weyl group acting on the fundamental apartment .
Let us define a subset in , where we simply write
Note that is compact and symmetric, i.e., if and only if . Let be a Haar measure on normalized so that . Let us define the probability measure on as the distribution of where and are independent and are distributed according to and is uniformly distributed on . In other words,
and denotes the Dirac distribution at ; furthermore the convolution of two probability measures on a group is defined by
for any measurable set in . Note that the support of is . For any positive integers , we denote by the -th convolution power of , i.e., and for . If we define the probability measure on as the distribution of where has the law , then the definition of implies that
(5.1) |
Lemma 5.1.
We have the following:
-
(1)
The set is generating in , i.e., generates as a semigroup.
-
(2)
Fix an integer . The double coset is represented by a finite set and
Moreover, if is distributed according to on , then is uniformly distributed on the set of incident vertices to in .
Proof.
Let us show (1). If we let and define in as the image of , then since contains and , and contains , the set contains as well as (and thus and ). The group acts on the set of apartments containing transitively, and this implies that generates as a semigroup, which follows by looking at the induced action of reflections on apartments as in Proposition 4.4. Since the quotient modulo is generated by the images of and (cf. Section 4.1), we conclude that generates as a semigroup.
Let us show (2). The first claim follows since and the definition of shows that yields the uniform distribution on . Concerning the second claim, in the fundamental apartment we note that if and , and if and where is a product of with some repetitions; we note that such an element fixes since it belongs to the spherical Weyl group. Furthermore acts on the set of apartments containing and if we apply whose distribution is the normalized Haar measure on to an incidence vertex of , then is uniformly distributed on the incident vertices of . This implies the claim. ∎
For simplicity of notation, let in the following discussion. Recall that . We define the Hilbert space
equipped with the inner product
Let us define an operator by
Note that is well-defined by the definition of since and is the stabilizer of . Lemma 5.1 (2) shows that is the normalized adjacency operator on . Since by (5.1), the operator is self-adjoint on . Similarly if we define for any positive integer ,
then we have that by induction
Let us consider any closed subgroup of such that acts on from left with a compact quotient space , where the action is given by
Since acts on by simplicial automorphisms (as does), the quotient naturally admits a finite (unoriented) graph structure induced from . Let us denote the finite graph by the same symbol . Note that since is connected by Proposition 4.4, the graph is connected for any such . Here, however we do not assume that is torsion-free, thus the graph may have loops and not regular. Although admits a bipartite graph structure, is not necessarily bipartite unless factors through .
For each , let
Note that is finite; indeed, if for , then is in . Since is a discrete subgroup of and is compact, is a finite group. Since for and , whence is independent of the choice of representatives for . Similarly, for such that and are adjacent in , we define
Considering the diagonal action of on , we note that is independent of the choice of representatives for in . Let us define the space of complex-valued functions on equipped with the inner product defined by
The group acts on by for and , and since this -action and on commute, the following operator on is well-defined:
Note that since defines the simple random walk on , i.e., at each step the random walk jumps to a nearest neighbor vertex with equal probability (where is the degree of ), the operator defines a random walk (a Markov chain) on with the transition probability
where the summation runs over all those such that and are adjacent, and , and we set the probability if there is no such pair . (We recall that if and .) Since for all in , we have that
the associated random walk on is reversible with respect to the measure for each vertex . This implies that is self-adjoint, i.e.,
Moreover, is defined by
and holds for any positive integer .
5.3. Spectral gap
We normalize the Haar measure on in such a way that has the unit mass. Let denote the complex -space with respect to the (right) Haar measure for which each double coset has the mass . Note that the mass coincides with since . We consider the subspace of -fixed vectors in and naturally identify it with (including the inner product). Let us define the unitary representation of on by
Note that if and only if for all .
Let
where we recall that is the normalized Haar measure on .
Lemma 5.2.
For every , and for all , we have that
Moreover, for all and for all , we have that
Proof.
First let us show the first claim. Recalling that , for and , we have that
where the third equality follows since is a -fixed vector and the last identity follows from the definition of . Hence the first claim holds.
Next let us show the second claim. If we denote the right-invariant Haar measure on by , then
where the second equality follows by the Fubini theorem and the third equality holds under the change of variables since is right-invariant, is a -fixed vector, and is normalized so that . We conclude the second claim. ∎
Let us define
i.e., is the orthogonal complement to the space of constant functions in . Note that acts on since the operator is self-adjoint.
Given the right representation , letting be the orthogonal complement to constant functions in , we define by restricting to . The space is identified with the space of -fixed vectors in under the identification between and . It is crucial that has no non-zero invariant vector.
Proposition 5.3.
For every , let be a closed subgroup of such that is finite. For all with , we have that
where is the optimal Kazhdan constant for the pair .
Proof.
For , it follows that
where identifying with a -fixed vector, we have used Lemma 5.2 in the first and second lines, and the last equality follows since is the restriction of and
and is unitary, and furthermore if and only if . Moreover, we have that
which follows from the first claim of Lemma 5.1 (2) and since is a -fixed vector and is a unitary representation. Therefore we obtain
Since has no non-zero invariant vector, we conclude the claim. ∎
Theorem 5.4.
If we fix an integer , then there exists a positive constant such that for any closed subgroup in with finite quotient , we have
where .
5.4. An explicit lower bound for the spectral gap
Appealing to the results by Oh [Oh02], we obtain explicit lower bounds for the second smallest eigenvalues of Laplacians on the graphs for .
Corollary 5.5.
For every integer , for all primes and with ,
Proof.
We keep the notations in the preceding subsections and put . Let . Note that contains and . The definition of the optimal Kazhdan constant shows that
Furthermore the right hand side is at least , where
Applying [Oh02, Theorem 8.4] to for with a maximal strongly orthogonal system in the case of [Oh02, Appendix], we have that
where
Hence we have for all and all prime ,
and since , we obtain
Combining the above inequality with (5.2) in the proof of Theorem 5.4, we conclude that for all and all prime ,
Applying to the case when is modulo the center together with Corollary 3.2 yields the claim. ∎
6. Some remarks on Algebraic modular forms for
In this section, we study algebraic modular forms on which can be also regarded as functions on . When , Pizer applied the Jacquet-Langlands correspondence to study [Piz90] and he showed such graphs are Ramanujan.
However, for , the Jacquet-Langlands correspondence between and is not still fully understood well though in the case when , there are several important works which have recently come out (see [Hof21],[RW21]).
It seems morally possible to classify algebraic modular forms on by using the trace formula approach as in [RW21] and relate them to Siegel modular forms on though we need to prove the transfer theorem for Hecke operators with respect to the principal genus. Then Arthur’s endoscopic classification (cf. [Art04],[Art13]) for which is not still established except for would be used to obtain desired results for . From this picture, it would be easy for experts in the theory of automorphic representations to guess the upper bounds of Satake-parameters at for Hecke eigen algebraic modular forms and Hecke eigen Siegel modular forms as well. It should be remarked that there are some classes of Hecke eigen Siegel modular forms which does not satisfy Ramanujan conjecture. They are so called CAP forms (cf. Section 3.9 of [Gan08]). However, such forms are expected to be negligible among all forms when goes to infinity and this is in fact true for Siegel modular forms on (see [KWY20],[KWY21]).
In fact, the third author showed that in fact, it is also true for when [Yam]. With this background from the theory of automorphic representations, in this section, we propose a conjecture that is asymptotically relatively Ramanujan when goes to infinity (see Definition 6.7). We also give a conjecture related to Conjecture 1 of [FS21b] in our setting.
Henceforth, we use the index to stand for instead of the index of to avoid the confusion in which we use as an element of the groups.
6.1. Gross’s definition
We refer Chapter II of [Gro99] for the notation and basic facts. Recall the notation in Subsection 2.3. Put . Since is definite, is compact modulo its center. It follows from (2.6) that
(6.1) |
where stands for the connected component of the identity element and the cardinality of (6.1) is nothing but the class number of the principal genus. According to Chapter II-4 of [Gro99], we define the -vector space consisting of all locally constant functions such that
for all , and . Put and pick with a complete system of the representatives of (6.1). By definition, the space is generated by the characteristic functions of . Hence we have . We define a hermitian inner product on by
(6.2) |
for where . Let be a non-zero constant function on . We denote by the orthogonal complement of in . Clearly, .
Definition 6.3.
Each element of is said to be an algebraic modular form on of weight zero with level .
For each prime we define the (unramified) Hecke algebra
at which is generated by the characteristic functions of form for . Let be the characteristic function of which is the identity element of . Let be the restricted tensor product of with respect to the identity elements . We call the Hecke ring outside and it is well-known that acts on and also on (cf. Section 6 of [Gro99]).
Definition 6.4.
Each element of is said to be a Hecke eigenform outside if it is a simultaneous eigenform for all elements in .
By using the Hermitian paring (6.2), we can check that there exists an orthonormal basis of which consists of Hecke eigenforms outside . For each non-zero in and an element , we denote by the eigenvalue of for . Since has the trivial central character, is a real number. Recall the Hecke operator in Section 2.6. By definition is the characteristic function of where .
As explained at the beginning of this section, under the background of the theory of automorphic representations, there are CAP forms in which do not satisfy Ramanujan conjecture but they are expected to be negligible among all forms when goes to infinity. In this vein, we propose the following:
Conjecture 6.1.
Put . For each , it holds that
6.2. A speculation for bounds of eigenvalues of
Let us consider the case when . Then we have three types of CAP forms in which are given by
-
(1)
cuspidal forms associated to Borel subgroup;
-
(2)
cuspidal forms associated to Klingen parabolic subgroup;
-
(3)
cuspidal forms associated to Siegel parabolic subgroup.
For the third case, historically, they are also called Saito-Kurokawa lifts [Gan08]. Any form in has the trivial central character and this shows the first case occurs only for the constant function. The second case also can not occur since such a form has a non-trivial central character. We remark that the eigenvalue of the constant function for is .
For the third case, the eigenvalue for each cuspidal form associated to Siegel parabolic subgroup satisfies
(6.5) |
As noticed before, is always a real number for each since has a trivial central character.
For each non-CAP form in we would expect that
(6.6) |
and non-CAP forms are majority of .
It is easy to see that is the maximum among the upper bounds of (6.5) and (6.6) when . Let be the eigenvalues of the random walk matrix (the normalized adjacency matrix) for with and put .
Conjecture 6.2.
Assume . For each prime , it holds that
In particular, when ,
Remark 6.3.
Comparing with Conjecture 1 of [FS21b], let
In particular, when , it yields
Further, we would be able to check the lower and upper bounds would be sharp by using the classification of Saito-Kurokawa forms due to Gan [Gan08] and equidistribution for Satake parameters of newforms in when goes to infinity. Here stands for the space of elliptic cusp forms of weight with respect to . The assumption in Conjecture 6.2 is used to guarantee .
6.3. Not being Ramanujan is not necessary fared
As is expected naturally for experts in the theory of automorphic representations, the eigenvalues of the adjacency matrix for do not satisfy the Ramanujan bound when . However, in view of the theory of automorphic forms, it is plausible because of the existence of CAP forms violating Ramanujan property. Even one can prove, in fact, that it happens for for each and by using the results in [Gan08]. In Section 10.1 of [JZ21], they gave an example satisfying the Ramanujan bound but this is just possible only for small (less than 13 to be precise). These things would happen similarly for general . Nonetheless, has a nice property as Theorem 1.1 speaks out.
Therefore, a more conceptual, finer notation should be introduced to measure how good a family of regular graphs is. We here propose the following. Let be a family of -regular graphs indexed by an ordered set such that . Let be the average of the absolute values of all eigenvalues of the normalized adjacency matrix for . Suppose there exist a prime and a reductive algebraic group over such that for each , for some lattice in for each . Here is the center of .
Definition 6.7.
We say is asymptotically relatively Ramanujan if
where is a subgraph of the 1-skelton of the building for such that acts transitively on and stands for the spectral radius of the graph.
Our graph is related to with and its spectral radius is computed in Proposition 2.6 of [Set13] as already mentioned.
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