Abstract
While Random Matrix Theory has successfully modeled the limiting behavior of many quantities of families of L-functions, especially the distributions of zeros and values, the theory frequently cannot see the arithmetic of the family. In some situations this requires an extended theory that inserts arithmetic factors that depend on the family, while in other cases these arithmetic factors result in contributions which vanish in the limit, and are thus not detected. In this chapter we review the general theory associated with one of the most important statistics, the n-level density of zeros near the central point. According to the Katz–Sarnak density conjecture, to each family of L-functions there is a corresponding symmetry group (which is a subset of a classical compact group) such that the behavior of the zeros near the central point as the conductors tend to infinity agrees with the behavior of the eigenvalues near 1 as the matrix size tends to infinity. We show how these calculations are done, emphasizing the techniques, methods, and obstructions to improving the results, by considering in full detail the family of Dirichlet characters with square-free conductors. We then move on and describe how we may associate a symmetry constant with each family, and how to determine the symmetry group of a compound family in terms of the symmetries of the constituents. These calculations allow us to explain the remarkable universality of behavior, where the main terms are independent of the arithmetic, as we see that only the first two moments of the Satake parameters survive to contribute in the limit. Similar to the Central Limit Theorem, the higher moments are only felt in the rate of convergence to the universal behavior. We end by exploring the effect of lower order terms in families of elliptic curves. We present evidence supporting a conjecture that the average second moment in one-parameter families without complex multiplication has, when appropriately viewed, a negative bias, and end with a discussion of the consequences of this bias on the distribution of low-lying zeros, in particular relations between such a bias and the observed excess rank in families.
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Notes
- 1.
The derivation is by doing a contour integral of the logarithmic derivative of the completed L-function times the test function, using the Euler product and shifting contours; see [RudSa] for details.
- 2.
It is worth noting that these formulas hold without assuming GRH. In that case, however, the zeros no longer lie on a common line and we lose the correspondence with eigenvalues of Hermitian matrices.
- 3.
A similar absorbtion holds in other families, so long as the Satake parameters satisfy | α i (p) | ≤ Cp δ for some δ < 1∕6.
- 4.
We comment on this in greater length when we consider the family of all characters with square-free modulus. Briefly, a constancy in the conductors allows us to pass certain sums through the test functions to the coefficients. This greatly simplifies the analysis of the 1-level density; unfortunately cross terms arise in the 2-level and higher cases, and the savings vanish (see [Mil1, Mil2]).
- 5.
The definition of the 1-level density as a sum of a test function at scaled zeros is well defined even if GRH fails; however, in that case the zeros are no longer on a line and we thus lose the ability to talk about spacings between zeros. Thus in many of the arguments in the subject GRH is only used to interpret the quantities studied, though there are exceptions (in [ILS] the authors use GRH for Dirichlet L-functions to expand Kloosterman sums).
- 6.
It is easy to handle the case where the conductors are monotone by rescaling the zeros by the average log-conductor; as remarked many times above the general case is more involved.
- 7.
The Satake parameters | α π, i | are bounded by p δ for some δ, and it is conjectured that we may take δ = 0. While this conjecture is open in general, for many forms there is significant progress towards these bounds with some δ < 1∕2. See, for example, recent work of Kim and Sarnak [Kim, KimSa]. For our purposes, we only need to be able to take δ < 1∕6, as such an estimate and trivial bounding suffices to show that the sum over all primes and all ν ≥ 3 is O(1∕logR).
- 8.
There are some situations where arithmetic enters. The standard example is that in estimating moments of L-functions one has a product a k g k , where a k is an arithmetic factor coming from the arithmetic of the form and g k arises from random matrix theory. See, for example, [CFKRS, KeSn1, KeSn2].
- 9.
These bounds cannot be improved, as Miller [Mil3] found a family where there is a term of size p 3∕2.
- 10.
Following [ILS] we can remove the weights, but their presence facilitates the application of the Petersson formula.
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Acknowledgements
This chapter is an extension of a talk given by the second named author at the Simons Symposium on Families of Automorphic Forms and the Trace Formula in Rio Grande, Puerto Rico, on January 28th, 2014. It is a pleasure to thank them and the organizers, as well as the anonymous referee who provided numerous suggestions which improved the paper (in particular the statement and proof of Theorem 2.9). Much of this work was conducted while the second named author was supported by NSF Grants DMS0600848, DMS0970067 and DMS1265673, and the others by NSF Grant DMS1347804 and Williams College.
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Appendix: Biases in Second Moments in Additional Families
Appendix: Biases in Second Moments in Additional Families
By Megumi Asada, Eva Fourakis, Steven J. Miller and Kevin Yang
This appendix describes work in progress on investigating biases in the second moments of other families. It is thus a companion to Sect. 4.2. Fuller details and proofs will be reported by the authors in [AFMY]; our purpose below is to quickly describe results on analogues of the Bias Conjecture.
1.1 Dirichlet Families
Let q be prime, and let \(\mathcal{F}_{q}\) be the family of nontrivial Dirichlet characters of level q. In this family, the second moment is given by
Denote the amalgamation of families by \(\mathcal{F}_{Y } = \cup _{Y/2<q<Y }\mathcal{F}_{q}\), with the naturally defined second moment.
Computing \(M_{2}(\mathcal{F}_{q},X)\) is straightforward from the orthogonality relations, which as we’ve seen earlier yields a quantity related to the classical problem on the distribution of primes in residue classes. Approximating carefully π(X) and π(X, q, a) via the Prime Number Theorem, one can deduce the following.
Theorem 4.8.
The family \(\mathcal{F}_{q}\) has positive bias, independent of q, in the second moments of the Fourier coefficients of the L-functions.
Remark 4.9.
Note that the behavior of Dirichlet L-functions is very different than that from families of elliptic curves.
Now, suppose q ≠ ℓ is a prime such that q ≡ 1(ℓ). Let \(\mathcal{F}_{q,\ell}\) be the family of non-trivial ℓ-torsion Dirichlet characters of level q, which is nonempty by the stipulated congruence condition. In this family, the second moment is given by
Define \(\mathcal{F}_{Y }:= \cup _{Y/2<q<Y }\mathcal{F}_{q,\ell_{q}}\) for any choice of suitable ℓ q for each q.
Theorem 4.10.
The family \(\mathcal{F}_{q,\ell}\) has zero bias independent of q and ℓ. Thus, \(\mathcal{F}_{Y }\) exhibits zero bias in the second moments of the Fourier coefficients of the L-functions.
1.2 Families of Holomorphic Cusp Forms
Let S k, q (χ 0) denote the space of cuspidal newforms of level q, weight k and trivial nebentypus, endowed with the structure of a Hilbert space via the Petersson inner product. Let B k, q (χ 0) be any orthonormal basis of S k, q (χ 0) and let \(\mathcal{F}_{X}:= \cup _{k<X:k\equiv 0(2)}\mathcal{B}_{k,q=1}(\chi _{0})\). In this family, the second moment is given by the weighted Fourier coefficientsFootnote 10:
where \(\psi _{f}(p) = \frac{\left (\varGamma (k-1)\right )^{\frac{1} {2} }} {(4\pi p)^{\frac{k-1} {2} }} \lambda _{f}(p)\sqrt{\log p}\), with λ f (p) the Hecke eigenvalue of f for the Hecke operator T p . Let \(\mathcal{F}_{X;\varepsilon } = \cup _{q<X^{\varepsilon }}\mathcal{F}_{X}\) be the amalgamation of families with the second moment
The Petersson Formula provides an explicit method of computing \(M_{2}(\mathcal{F}_{X};\delta )\) via Kloosterman sums and Bessel functions. Averaging over the level and weight to obtain asymptotic approximations as in [ILS], we prove the following theorem in [AFMY].
Theorem 4.11.
The family \(\mathcal{F}_{X}\) has negative bias, independent of the level q of \(\frac{1} {2}\) , in the second moments of the Fourier coefficients of the L-functions. Thus, \(\mathcal{F}_{X;\varepsilon }\) exhibits negative bias.
Let us now let H k, q ∗(χ 0) denote a basis of newforms of Petersson norm 1 for prime level q and even weight k. We consider another weighted second moment, given by
Similarly, let \(\mathcal{F}_{X;\varepsilon } = \cup _{q<X^{\varepsilon }}\mathcal{F}_{X}\) be the amalgamation of these families with the weighted second moment
We prove the following in [AFMY].
Theorem 4.12.
The family \(\mathcal{F}_{X}\) has positive bias dependent on the level q. Moreover, the family \(\mathcal{F}_{X,\varepsilon }\) exhibits positive bias as well.
If we now consider the unweighted second moment given by
we prove the following in [AFMY] as well.
Theorem 4.13.
Assume δ < 1 and ɛ = 1. The family \(\mathcal{F}_{X}\) has positive bias dependent on q. Moreover, the family \(\mathcal{F}_{X;\varepsilon }\) exhibits positive unweighted bias as well.
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Mackall, B., Miller, S.J., Rapti, C., Turnage-Butterbaugh, C., Winsor, K. (2016). Some Results in the Theory of Low-Lying Zeros of Families of L-Functions. In: Müller, W., Shin, S., Templier, N. (eds) Families of Automorphic Forms and the Trace Formula. Simons Symposia. Springer, Cham. https://doi.org/10.1007/978-3-319-41424-9_11
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