Pith. sign in

REVIEW 2 major objections 1 minor 90 references

P\'olya--Schur problems and free probability

T0 review · 2 major / 1 minor · reviewed 2026-06-28 · grok-4.3

Pith's one-line read Any free additive infinitely divisible distribution arises as the limiting empirical root measure of Appell polynomials f_n(∂_z)z^n for a sequence of Laguerre-Pólya functions f_n.

desk verdict The paper links Laguerre-Pólya operators to free additive ID laws via root limits of Appell polynomials, with extensions to other free convolutions and a Cauchy limit for the Riemann Xi Jensen polynomials. read the letter →

arxiv 2605.31356 v1 pith:HDLBVOZB submitted 2026-05-29 math.PR math.CAmath.CV

classification math.PRmath.CAmath.CV
keywords freeprobabilityPólya-SchuroperatorsLaguerre-PólyafunctionsAppellpolynomialsrootdistributionsinfinitelydivisiblefiniteJensen
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

The paper links the Pólya-Schur classification of real-rootedness-preserving operators to free probability by showing that root distributions of polynomials built from these operators can recover any free additive infinitely divisible law in the limit. This representation works even when the target distribution has unbounded support and yields both the global limit and the microscopic spacing of roots. The same construction extends to operators that generate free multiplicative infinitely divisible laws, rectangular free convolution, and general real-rooted input polynomials p_n, which in turn generalizes the known link between the heat equation and free Brownian motion to arbitrary free Lévy processes. As special cases the work recovers free stable laws from a fixed rescaled Laguerre-Pólya function and identifies the limiting zero distribution of Jensen polynomials attached to the Riemann Ξ-function as the Cauchy law.

What carries the argument

The operators f(∂_z) with f a Laguerre-Pólya function, which by the Pólya-Benz theorem map real-rooted polynomials to real-rooted polynomials, applied to the monomials z^n to produce Appell polynomials whose empirical root measures converge weakly to a prescribed free additive infinitely divisible distribution.

What would settle it

Exhibiting one free additive infinitely divisible distribution for which no sequence of Laguerre-Pólya functions makes the root measures of the corresponding Appell polynomials converge weakly to it.

Watch

Extended reading notes

Core claim

We prove that any free (additive) infinitely divisible distribution can be attained as the weak limit of root distributions of Appell polynomials f_n(∂_z)z^n as n→∞, for a suitably chosen sequence f_n of Laguerre-Pólya functions. The same technique produces differential operators for free multiplicative infinitely divisible distributions, for rectangular free convolution, and for the action f_n(∂_z)p_n on arbitrary real-rooted polynomials p_n.

Load-bearing premise

For every free additive infinitely divisible distribution there exists at least one sequence of Laguerre-Pólya functions f_n such that the empirical root measure of the Appell polynomial f_n(∂_z)z^n converges weakly to the target distribution.

Editorial extensions

If this is right

  • The limiting distributions need not be compactly supported.
  • The construction works for polynomials whose roots are allowed to be barely complex.
  • The full microscopic description of the individual roots is obtained in addition to the global limit.
  • The method produces operators realizing free multiplicative infinitely divisible distributions and rectangular free convolution.
  • The heat-flow connection to free Brownian motion extends to any free Lévy process via the action on general real-rooted input polynomials.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • Numerical sampling of roots of these Appell polynomials could serve as a practical way to simulate samples from arbitrary free additive infinitely divisible laws.
  • The same limit statements may supply new examples of polynomials whose root statistics match known free Lévy processes, offering test cases for finite free probability conjectures.
  • Because the construction also controls Jensen polynomials, it suggests that zero statistics of many classical entire functions of finite order can be read off from their associated free infinitely divisible laws.
Share X Bluesky LinkedIn Reddit HN

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit.

Referee Report

2 major / 1 minor

Summary. The paper claims to bridge Pólya-Schur theory and free probability by proving that every free additive infinitely divisible distribution arises as the weak limit of the empirical root measures of the Appell polynomials f_n(∂_z)z^n as n→∞ for suitably chosen Laguerre-Pólya functions f_n. It extends the framework to free multiplicative ID laws, rectangular free convolution, and operators applied to general real-rooted polynomials p_n, while providing corollaries that identify free stable distributions via fixed rescaled LP functions and show that the limiting root distribution of Jensen polynomials for the Riemann Ξ-function is the Cauchy distribution.

Significance. If the central existence result holds, the work supplies a new polynomial-root representation for arbitrary free Lévy processes that accommodates non-compact supports and supplies a microscopic description of the roots. This generalizes the known heat-flow/free-Brownian-motion link to general free Lévy processes and yields concrete applications to free stable laws and analytic-number-theory objects such as Jensen polynomials.

major comments (2)
  1. [Abstract] Abstract: the assertion that the result holds for 'any' free additive ID distribution requires an explicit construction (or approximation argument) showing that, for an arbitrary Lévy measure, there exists a sequence f_n ∈ LP such that the free cumulants of the root measure of f_n(∂_z)z^n converge to those of the target law. The abstract supplies explicit constructions only for free stables (fixed rescaled LP function) and the heat-flow case; the general case must be shown not to impose hidden regularity (e.g., compact support or finite moments) that would falsify the universal quantifier.
  2. [Main existence theorem] Proof of the main existence theorem (the load-bearing step converting LP operators into a representation tool for free ID laws): the argument that the symbol f_n can be chosen inside the Laguerre-Pólya class while still reproducing the full free Lévy-Khintchine generator in the limit must be checked for circularity or post-hoc parameter fitting. If the construction works only when the Lévy measure satisfies additional conditions, the claim that the method applies to every free ID law fails.
minor comments (1)
  1. [Abstract] The phrase 'barely complex rooted polynomials' in the abstract is imprecise; a brief clarification of the allowed root locations would improve readability.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for the careful reading and the detailed comments on the scope of the main result. We address each major point below and will make targeted clarifications where helpful.

read point-by-point responses
  1. Referee: [Abstract] Abstract: the assertion that the result holds for 'any' free additive ID distribution requires an explicit construction (or approximation argument) showing that, for an arbitrary Lévy measure, there exists a sequence f_n ∈ LP such that the free cumulants of the root measure of f_n(∂_z)z^n converge to those of the target law. The abstract supplies explicit constructions only for free stables (fixed rescaled LP function) and the heat-flow case; the general case must be shown not to impose hidden regularity (e.g., compact support or finite moments) that would falsify the universal quantifier.

    Authors: Theorem 3.1 and its proof supply the required general construction: given an arbitrary free ID law with Lévy measure μ satisfying the standard integrability condition, one approximates μ by a sequence of finite measures μ_k whose associated symbols f_{n,k} lie in the Laguerre-Pólya class (via the Weierstrass product representation and closure properties of LP functions under suitable limits). The free cumulants of the root measures are then matched to the target cumulants by convergence of the infinitesimal generators, without imposing compact support or extra moment assumptions. The abstract highlights the stable and heat-flow cases as corollaries because they admit fixed (rescaled) f_n; the general case is handled by the n-dependent approximation in the proof. We will add one sentence to the abstract and a short remark after Theorem 3.1 to make this explicit. revision: partial

  2. Referee: [Main existence theorem] Proof of the main existence theorem (the load-bearing step converting LP operators into a representation tool for free ID laws): the argument that the symbol f_n can be chosen inside the Laguerre-Pólya class while still reproducing the full free Lévy-Khintchine generator in the limit must be checked for circularity or post-hoc parameter fitting. If the construction works only when the Lévy measure satisfies additional conditions, the claim that the method applies to every free ID law fails.

    Authors: The construction is not circular. One begins with the free Lévy-Khintchine representation of the target law, writes the corresponding symbol as an entire function of order at most 1 whose zeros satisfy the classical LP zero-location criterion (negative real parts after suitable scaling), and verifies membership in LP independently of the free-probability side by the Pólya-Benz theorem and Hurwitz-type arguments. The generator convergence then follows from the uniform control on the cumulant generating functions on compact sets. The only conditions used are those already required for a free ID law to exist; no post-hoc fitting or extra regularity on μ is introduced. If the referee identifies a specific step that appears circular, we would be grateful for the precise location so that we may expand the argument. revision: no

Circularity Check

0 steps flagged · score 0.0 of 10

No circularity: existence proof maps LP operators to free ID laws via independent constructions

full rationale

The paper states an existence theorem that any free additive ID distribution arises as the weak limit of root measures of Appell polynomials f_n(∂_z)z^n for suitable Laguerre-Pólya f_n. This is framed as a direct proof bridging two established theories (Pólya-Schur operators and free probability) with explicit constructions noted for stable laws and heat flow, plus extensions to multiplicative and rectangular cases. No step reduces a claimed prediction to a fitted parameter by construction, invokes a self-citation as the sole justification for a uniqueness or ansatz claim, or renames an input as an output. The load-bearing existence statement is presented as proved rather than assumed or derived from the target result itself, rendering the derivation self-contained against external benchmarks in free probability and classical analysis.

Assumptions & free parameters 0 free parameters · 2 assumptions · 0 invented entities

The central claim rests on the existence of Laguerre-Pólya sequences whose differential operators produce the desired root limits; this existence is the novel content being proved rather than an input from prior literature. No numerical free parameters appear in the abstract. The background axioms are the standard characterization of Laguerre-Pólya functions and the definition of free additive infinite divisibility.

assumptions (2)
  • domain assumption Laguerre-Pólya functions generate real-root-preserving differential operators on polynomials (Pólya-Benz theorem).
    Invoked as the cornerstone of the Pólya-Schur program that is being bridged to free probability.
  • domain assumption Free additive infinitely divisible distributions are well-defined objects in Voiculescu's free probability theory.
    Standard background from the target theory.

how reviews work

0 comments
Cite this review

Pith. "Pith review of P\'olya--Schur problems and free probability." pith.science (2026). https://pith.science/paper/HDLBVOZB

@misc{pith2026260531356,
  author       = {Pith},
  title        = {Pith review of: P\'olya--Schur problems and free probability},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/HDLBVOZB}},
  note         = {Machine review of arXiv:2605.31356}
}
abstract

In this work, we build a bridge between the P\'olya--Schur program and Voiculescu's free probability theory. A cornerstone of the former is the P\'olya--Benz Theorem, classifying a central family of real-root preserving operators on the space of polynomials, as those given by $f(\partial_z)$ for a Laguerre--P\'olya function $f$ and the derivative operator $\partial_{z}$. We prove that any free (additive) infinitely divisible distribution can be attained as the weak limit of root distributions of Appell polynomials $f_n(\partial_z)z^n$ as $n\to\infty$, for a suitably chosen sequence $f_n$ of Laguerre--P\'olya functions. Such questions on the (global) limiting distributions of real rooted polynomials belong to the active research area of finite free probability. In contrast to its standard tools, our approach allows for non-compactly supported limiting distributions, (barely) complex rooted polynomials and even provides the full microscopic description of the roots. Moreover, we extend our results to differential operators generating free multiplicative infinitely divisible distributions, to the rectangular free convolution, and to $f_n(\partial_z)p_n$ for real rooted polynomials $p_n$, implying a generalization of the recent connections between the heat flow and free Brownian motion to any free L\'evy process. As corollaries, we identify free stable distributions by choosing $f_n$ to be a fixed rescaled Laguerre--P\'olya function, and we prove various convergence results on the zero distributions of Jensen polynomials, e.g. the limiting root distribution of Jensen polynomial of the Riemann $\Xi$-function is given by the Cauchy distribution.

Figures

Figures reproduced from arXiv: 2605.31356 by the authors.

Figure 1
Figure 1. Heatmap of the (sub)level sets of H(u) for σ 2 = 1, z = −1 + i, c = 0, ν = δ1 + δ2, where low values are cold and high values are hot. The unique saddle point u ∗ (z) ∈ C− is clearly visible such that the green Γ− is contained in sub(H(u ∗ (z))) with a unique maximum at u ∗ (z). Observe also, that there are lower saddle points in C+ and, close to the singularities on R+. We will need that H is monotone decreasing al… view at source ↗

Discussion (0). Continue with ORCID to comment.

Reference graph

Works this paper leans on

90 extracted references · 13 canonical work pages

  1. [1]

    L. V. Ahlfors.Complex analysis. International Series in Pure and Applied Mathematics. McGraw-Hill Book Co., New York, third edition, 1978. An introduction to the theory of analytic functions of one complex variable

  2. [2]

    Aleman, D

    A. Aleman, D. Beliaev, and H. Hedenmalm. Real zero polynomials and P´ olya-Schur type theorems.J. Anal. Math., 94:49–60, 2004

  3. [3]

    Angst, D

    J. Angst, D. Malicet, and G. Poly. Almost sure behavior of the critical points of random polynomials.Bull. Lond. Math. Soc., 56(2):767–782, 2024

  4. [4]

    Angst, O

    J. Angst, O. Nguyen, and G. Poly. Convergence of higher derivatives of random polynomials with independent roots.arXiv preprint arXiv:2601.01212, 2026

  5. [5]

    Anshelevich

    M. Anshelevich. Appell polynomials and their relatives.Int. Math. Res. Not., (65):3469–3531, 2004

  6. [6]

    Anshelevich

    M. Anshelevich. Appell polynomials and their relatives. II. Boolean theory.Indiana Univ. Math. J., 58(2):929– 968, 2009

  7. [7]

    Anshelevich

    M. Anshelevich. Appell polynomials and their relatives. III. Conditionally free theory.Illinois J. Math., 53(1):39–66, 2009

  8. [8]

    Arizmendi, A

    O. Arizmendi, A. Campbell, and K. Fujie. Critical points of random polynomials and finite free cumulants. arXiv preprint arXiv:2506.08910, 2025

Show all 90 references
  1. [9]

    Arizmendi and K

    O. Arizmendi and K. Fujie. An analytic approach to the finite R-transform.arXiv preprint arXiv:2605.02093, 2026

  2. [10]

    Arizmendi, K

    O. Arizmendi, K. Fujie, D. Perales, and Y. Ueda.S-transform in finite free probability.Adv. Math., 489:Paper No. 110803, 67, 2026

  3. [11]

    Arizmendi, J

    O. Arizmendi, J. Garza-Vargas, and D. Perales. Finite free cumulants: multiplicative convolutions, genus expansion and infinitesimal distributions.Trans. Amer. Math. Soc., 376(6):4383–4420, 2023

  4. [12]

    Arizmendi and T

    O. Arizmendi and T. Hasebe. Limit theorems for free L´ evy processes.Electron. J. Probab., 23:Paper No. 101, 36, 2018

  5. [13]

    Arizmendi, T

    O. Arizmendi, T. Hasebe, and Y. Kitagawa. Free multiplicative convolution with an arbitrary measure on the real line.Probability Theory and Related Fields, 2026

  6. [14]

    Arizmendi and D

    O. Arizmendi and D. Perales. Cumulants for finite free convolution.J. Combin. Theory Ser. A, 155:244–266, 2018

  7. [15]

    Assiotis

    T. Assiotis. Random entire functions from random polynomials with real zeros.Adv. Math., 410:Paper No. 108701, 28, 2022

  8. [16]

    J. F. Barbero G., J. Salas, and E. J. S. Villase˜ nor. On the asymptotics of the rescaled appell polynomials. Advances in Applied Mathematics, 113:101962, 2020

  9. [17]

    S. T. Belinschi and H. Bercovici. Partially defined semigroups relative to multiplicative free convolution.Int. Math. Res. Not., (2):65–101, 2005. 30 ANDREW CAMPBELL AND JONAS JALOWY

  10. [18]

    E. Benz. ¨Uber lineare verschiebungstreue Funktionaloperationen und die Nullstellen ganzer Funktionen.Com- ment. Math. Helv., 7:243–289, 1935

  11. [19]

    Bercovici and V

    H. Bercovici and V. Pata. Stable laws and domains of attraction in free probability theory.Ann. of Math. (2), 149(3):1023–1060, 1999. With an appendix by Philippe Biane

  12. [20]

    Bercovici and D

    H. Bercovici and D. Voiculescu. Free convolution of measures with unbounded support.Indiana Univ. Math. J., 42(3):733–773, 1993

  13. [21]

    Bercovici and D

    H. Bercovici and D. Voiculescu. Superconvergence to the central limit and failure of the Cram´ er theorem for free random variables.Probab. Theory Related Fields, 103(2):215–222, 1995

  14. [22]

    Bercovici, J.-C

    H. Bercovici, J.-C. Wang, and P. Zhong. Superconvergence to freely infinitely divisible distributions.Pacific J. Math., 292(2):273–290, 2018

  15. [23]

    P. Biane. On the free convolution with a semi-circular distribution.Indiana University Mathematics Journal, pages 705–718, 1997

  16. [24]

    P. Biane. Processes with free increments.Math. Z., 227(1):143–174, 1998

  17. [25]

    Bøgvad, C

    R. Bøgvad, C. H¨ agg, and B. Shapiro. Rodrigues’ descendants of a polynomial and boutroux curves.Constructive Approximation, 59(3):737–798, 2024

  18. [26]

    Borcea and P

    J. Borcea and P. Br¨ and´ en. The Lee-Yang and P´ olya-Schur programs. I. Linear operators preserving stability. Invent. Math., 177(3):541–569, 2009

  19. [27]

    Borcea and P

    J. Borcea and P. Br¨ and´ en. P´ olya-Schur master theorems for circular domains and their boundaries.Ann. of Math. (2), 170(1):465–492, 2009

  20. [28]

    R. P. Boyer and W. M. Goh. Appell polynomials and their zero attractors.Contemporary Mathematics, 517:69– 96, 2010

  21. [29]

    D. Braess. Morse-theorie f¨ ur berandete mannigfaltigkeiten.Mathematische Annalen, 208:133–148, 1974

  22. [30]

    Buri´ c, N

    T. Buri´ c, N. Elezovi´ c, and L. Vukˇ si´ c. Appell polynomials and asymptotic expansions.Mediterranean journal of mathematics, 13(3):899–912, 2016

  23. [31]

    S.-S. Byun, J. Lee, and T. R. Reddy. Zeros of random polynomials and their higher derivatives.Trans. Amer. Math. Soc., 375(9):6311–6335, 2022

  24. [32]

    Campbell

    A. Campbell. Free infinite divisibility, fractional convolution powers, and Appell polynomials.Doc. Math., 2026. published online first

  25. [33]

    Campbell, S

    A. Campbell, S. O’Rourke, and D. Renfrew. The fractional free convolution ofR-diagonal elements and random polynomials under repeated differentiation.Int. Math. Res. Not. IMRN, (13):10189–10218, 2024

  26. [34]

    Campbell, S

    A. Campbell, S. O’Rourke, and D. Renfrew. Universality for roots of derivatives of entire functions via finite free probability, 2024. arXiv preprint 2410.06403

  27. [35]

    D. A. Cardon and S. A. de Gaston. Differential operators and entire functions with simple real zeros.J. Math. Anal. Appl., 301(2):386–393, 2005

  28. [36]

    Craven and G

    T. Craven and G. Csordas. Differential operators of infinite order and the distribution of zeros of entire functions. J. Math. Anal. Appl., 186(3):799–820, 1994

  29. [37]

    C. Cuenca. Cumulants in rectangular finite free probability and beta-deformed singular values.arXiv preprint arXiv:2409.04305, 2024. [38]NIST Digital Library of Mathematical Functions.https://dlmf.nist.gov/, Release 1.2.6 of 2026-03-15. F. W. J. Olver, A. B. Olde Daalhuis, D. ...

  30. [38]

    L. C. Evans.Partial differential equations, volume 19. American mathematical society, 2022

  31. [39]

    K. Fujie. Regularity and convergence properties of finite free convolutions.Internat. J. Math., 37(2):Paper No. 2650010, 26, 2026

  32. [40]

    Galligo, J

    A. Galligo, J. Najnudel, and T. Vu. Dynamics of rotationally invariant polynomial root sets under iterated differentiations.arXiv preprint arXiv:2506.06263, 2025

  33. [41]

    Gorin and V

    V. Gorin and V. Kleptsyn. Universal objects of the infinite beta random matrix theory.J. Eur. Math. Soc. (JEMS), 26(9):3429–3496, 2024

  34. [42]

    Gribinski

    A. Gribinski. A theory of singular values for finite free probability.J. Theoret. Probab., 37(2):1257–1298, 2024

  35. [43]

    Hall, C.-W

    B. Hall, C.-W. Ho, J. Jalowy, and Z. Kabluchko. Roots of polynomials under repeated differentiation and repeated applications of fractional differential operators.Trans. Amer. Math. Soc. Ser. B, 13:190–239, 2026

  36. [44]

    B. C. Hall and C.-W. Ho. The heat flow conjecture for random matrices, 2022

  37. [45]

    B. C. Hall, C.-W. Ho, J. Jalowy, and Z. Kabluchko. The heat flow, GAF, and SL(2;R).Indiana Univ. Math. J., 74(5):1153–1206, 2025

  38. [46]

    B. C. Hall, C.-W. Ho, J. Jalowy, and Z. Kabluchko. Zeros of random polynomials undergoing the heat flow. Electron. J. Probab., 30:Paper No. 159, 55, 2025

  39. [47]

    H¨ ofert, J

    A. H¨ ofert, J. Jalowy, and Z. Kabluchko. Zeros of polynomial powers under the heat flow.arXiv preprint arXiv:2512.17808, 2025

  40. [48]

    Hoskins and Z

    J. Hoskins and Z. Kabluchko. Dynamics of zeroes under repeated differentiation.Experimental Mathematics, 0(0):1–27, 2021

  41. [49]

    J. G. Hoskins and S. Steinerberger. A semicircle law for derivatives of random polynomials.Int. Math. Res. Not. IMRN, (13):9784–9809, 2022

  42. [50]

    H.-W. Huang. Supports of measures in a free additive convolution semigroup.Int. Math. Res. Not. IMRN, (12):4269–4292, 2015

  43. [51]

    Jalowy, Z

    J. Jalowy, Z. Kabluchko, and A. Marynych. Zeros and exponential profiles of polynomials I: Limit distributions, finite free convolutions and repeated differentiation.arXiv preprint arXiv:2504.11593, 2025. P´OLYA–SCHUR PROBLEMS AND FREE PROBABILITY 31

  44. [52]

    Jalowy, Z

    J. Jalowy, Z. Kabluchko, and A. Marynych. Zeros and exponential profiles of polynomials II: Examples.arXiv preprint arXiv:2509.11248, 2025

  45. [53]

    Jankowski and E

    A. Jankowski and E. Rubinsztejn. Functions with non-degenerate critical points on manifolds with boundary. Commentationes Mathematicae, 16(1), 1972

  46. [54]

    Kabluchko

    Z. Kabluchko. Lee-Yang zeroes of the Curie-Weiss ferromagnet, unitary Hermite polynomials, and the backward heat flow.Ann. H. Lebesgue, 8:1–34, 2025

  47. [55]

    Kabluchko

    Z. Kabluchko. Zero distribution of multiplicative Hermite and Laguerre polynomials.arXiv preprint arXiv:2511.01456, 2025

  48. [56]

    Kim and Y.-O

    M.-H. Kim and Y.-O. Kim. On the P´ olya-Wiman properties of differential operators.J. Math. Anal. Appl., 434(2):1091–1105, 2016

  49. [57]

    Kiselev and C

    A. Kiselev and C. Tan. The flow of polynomial roots under differentiation.Annals of PDE, 8(2):16, 2022

  50. [58]

    Sur les fonctions du genre zero et du genre un.C

    Laguerre. Sur les fonctions du genre zero et du genre un.C. R. Acad. Sci., Paris, 95:828–831, 1883

  51. [59]

    Laudenbach

    F. Laudenbach. A morse complex on manifolds with boundary.Geometriae Dedicata, 153(1):47–57, 2011

  52. [60]

    Maller and D

    R. Maller and D. M. Mason. Convergence in distribution of L´ evy processes at small times with self- normalization.Acta Sci. Math. (Szeged), 74(1-2):315–347, 2008

  53. [61]

    A. W. Marcus. Polynomial convolutions and (finite) free probability.arXiv preprint arXiv:2108.07054, 2021

  54. [62]

    A. W. Marcus, D. A. Spielman, and N. Srivastava. Interlacing families I: Bipartite Ramanujan graphs of all degrees.Ann. of Math. (2), 182(1):307–325, 2015

  55. [63]

    A. W. Marcus, D. A. Spielman, and N. Srivastava. Interlacing families II: Mixed characteristic polynomials and the Kadison-Singer problem.Ann. of Math. (2), 182(1):327–350, 2015

  56. [64]

    A. W. Marcus, D. A. Spielman, and N. Srivastava. Finite free convolutions of polynomials.Probab. Theory Related Fields, 182(3-4):807–848, 2022

  57. [65]

    Marden.Geometry of polynomials, volume No

    M. Marden.Geometry of polynomials, volume No. 3 ofMathematical Surveys. American Mathematical Society, Providence, RI, second edition, 1966

  58. [66]

    Martinez-Finkelshtein and E

    A. Martinez-Finkelshtein and E. A. Rakhmanov. Flow of the zeros of polynomials under iterated differentiation. arXiv preprint arXiv:2408.13851, 2024

  59. [67]

    Michelen and X.-T

    M. Michelen and X.-T. Vu. Almost sure behavior of the zeros of iterated derivatives of random polynomials. Electron. Commun. Probab., 29:Paper No. 27, 10, 2024

  60. [68]

    Michelen and X.-T

    M. Michelen and X.-T. Vu. Almost sure behavior of the zeros of iterated derivatives of random polynomials. Electronic Communications in Probability, 29:1–10, 2024

  61. [69]

    J. W. Milnor.Morse theory. Number 51. Princeton university press, 1963

  62. [70]

    J. A. Mingo and R. Speicher.Free probability and random matrices, volume 35 ofFields Institute Monographs. Springer, New York; Fields Institute for Research in Mathematical Sciences, Toronto, ON, 2017

  63. [71]

    Nica and R

    A. Nica and R. Speicher.Lectures on the combinatorics of free probability, volume 335 ofLondon Mathematical Society Lecture Note Series. Cambridge University Press, Cambridge, 2006

  64. [72]

    O’Sullivan

    C. O’Sullivan. Revisiting the saddle-point method of Perron.Pacific J. Math., 298(1):157–199, 2019

  65. [73]

    Pemantle and S

    R. Pemantle and S. Subramanian. Zeros of a random analytic function approach perfect spacing under repeated differentiation.Trans. Amer. Math. Soc., 369(12):8743–8764, 2017

  66. [74]

    O. Perron. ¨Uber die n¨ aherungsweise Berechnung von Funktionen großer Zahlen.Sitzungsber., Bayer. Akad. Wiss., Math.-Naturwiss. Kl., 1917:191–220, 1917

  67. [75]

    P´ olya.¨Uber Ann¨ aherung durch Polynome mit lauter reellen Wurzeln.Rend

    G. P´ olya.¨Uber Ann¨ aherung durch Polynome mit lauter reellen Wurzeln.Rend. Circ. Mat. Palermo, 36:279–295, 1913

  68. [76]

    S. I. Resnick.Extreme values, regular variation and point processes. Springer Series in Operations Research and Financial Engineering. Springer, New York, 2008. Reprint of the 1987 original

  69. [77]

    Schur and G

    J. Schur and G. P´ olya. ¨ uber zwei Arten von Faktorenfolgen in der Theorie der algebraischen Gleichungen.J. Reine Angew. Math., 144:89–113, 1914

  70. [78]

    Shlyakhtenko and T

    D. Shlyakhtenko and T. Tao. Fractional free convolution powers. (With an appendix by david jekel). Available at arXiv:2009.01882, 2020

  71. [79]

    E. M. Stein and R. Shakarchi.Complex analysis, volume 2 ofPrinceton Lectures in Analysis. Princeton Uni- versity Press, Princeton, NJ, 2003

  72. [80]

    Steinerberger

    S. Steinerberger. A nonlocal transport equation describing roots of polynomials under differentiation.Proc. Amer. Math. Soc., 147(11):4733–4744, 2019

  73. [81]

    Steinerberger

    S. Steinerberger. Free convolution powers via roots of polynomials.Exp. Math., 32(4):567–572, 2023

  74. [82]

    G. Szeg¨ o. Bemerkungen zu einem Satz von J. H. Grace ¨ uber die Wurzeln algebraischer Gleichungen.Math. Z., 13:28–55, 1922

  75. [83]

    V. Totik. Distribution of critical points of polynomials.Trans. Amer. Math. Soc., 372(4):2407–2428, 2019

  76. [84]

    Valk´ o and B

    B. Valk´ o and B. Vir´ ag. The many faces of the stochastic zeta function.Geom. Funct. Anal., 32(5):1160–1231, 2022

  77. [85]

    Voiculescu

    D. Voiculescu. Addition of certain noncommuting random variables.J. Funct. Anal., 66(3):323–346, 1986

  78. [86]

    Voiculescu

    D. Voiculescu. Multiplication of certain noncommuting random variables.J. Operator Theory, 18(2):223–235, 1987

  79. [87]

    Voiculescu

    D. Voiculescu. Noncommutative random variables and spectral problems in free product c*-algebras.The Rocky Mountain journal of mathematics, pages 263–283, 1990

  80. [88]

    D. V. Voiculescu, K. J. Dykema, and A. Nica.Free random variables, volume 1 ofCRM Monograph Series. American Mathematical Society, Providence, RI, 1992. A noncommutative probability approach to free products with applications to random matrices, operator algebras and harmonic ...

  81. [89]

    Voit and J

    M. Voit and J. H. C. Woerner. Limit theorems for Bessel and Dunkl processes of large dimensions and free convolutions.Stochastic Processes and their Applications, 143:207–253, 2022

  82. [90]

    J. L. Walsh. On the location of the roots of certain types of polynomials.Transactions of the American Mathematical Society, 24(3):163–180, 1922. (Andrew Campbell)Institute of Science and Technology Austria, Am Campus 1, 3400 Klosterneuburg, Austria Email address, Andrew Campb...

Pith tools

Reviewed June 28, 2026 · model on record in the stance chip above.