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Seven Research Directions in Differential Geometry and Differential Topology Enabled by AI

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Abstract

This article presents seven AI-generated research directions in differential geometry and differential topology, each centered on a proposed research object or formulation. For each direction, we provide basic definitions and theorems, discuss connections with existing mathematical problems and theories, and outline questions for further study. The definitions introduced in these seven directions are relatively new. The article is intended as a collection of AI-generated research guides rather than a conventional research paper.

Introduction

Background

The idea behind this article was to let AI explore geometry and topology freely and see what conclusions it could reach by focusing on “heuristic” mathematics.

Using the chat interface of GPT 6 Astra Pro, the prompter started fifteen separate conversations and asked the AI to propose new mathematical objects worth studying. The prompter then merged related topics, discarded problems that did not seem worth pursuing, and collected the directions he himself found interesting into this research guide. These questions are relatively new overall, but they are closely tied to existing human mathematical research.

According to the prompter, further work has shown clear mathematical structure in some of these theories and has even solved open problems in other areas. This gives the prompter reason to believe that at least some of these directions are promising. The prompter will discuss further work on these directions in later papers.

The prompter claims no credit for any of these theories and welcomes human-led mathematical discussion with anyone interested in them. The hope is that AI will create more interesting mathematical problems, rather than just kill existing ones.

References may be incomplete, since the prompter has limited knowledge of each of these areas and AI may have missed relevant works. The prompter apologizes for any omissions of works that should have been cited as sources of the ideas presented here and will correct them as soon as they are reported.

Critical kernels

Section 2 studies symmetric kernels whose Morse slice functions define finite critical equivalence classes. The associated coverings give strong topological restrictions when the Euler characteristic is nonzero. First-level Morse–Bott attachments yield quadratic cohomology extensions, and additional generation hypotheses lead to recognition by reflection groups. This connects the construction with invariant theory and rational homotopy theory. Further questions concern geometric realizability and what remains true without the generation hypotheses.

Uniformly Morse linear systems

Section 3 studies finite-dimensional spaces of functions modulo constants whose nonzero elements are Morse. On a closed connected nn-manifold, the rank is at most n+1n+1, with equality possible precisely on the standard smooth sphere. Critical coverings, Hessian bundles, and critical-point configurations furnish extension obstructions. A rank-two system on S3S^{3} with linked minima admits an odd nonlinear extension but no rank-three linear extension. Connections with parametrized Morse theory and round fold maps motivate further questions about existence, deformation classes, and maximal systems.

Presymplectic dependency algebras

Section 4 studies positive systems of closed two-forms of constant rank zero or two and their finite wedge algebras. Restriction to characteristic foliations realizes matroid contraction. The algebras distinguish systems on a fixed torus with identical cohomology classes, matroids, and volume polynomials. These constructions relate multilinear matroid representations to symplectic pairs and polysymplectic geometry. Further questions concern local moduli and the extent to which the algebra captures the geometry and deformation behavior of the chosen system.

Diffusion transport defects

Section 5 studies rank defects of connection heat kernels and coverings by their invertibility domains. Characteristic classes give lower bounds for the covering number. Flat torus constructions exhibit arbitrarily many distinct covering levels as time varies, keeping the metric and connection fixed in each example while allowing dimension to grow. The framework relates vector diffusion methods, characteristic-class obstructions, and theta-function geometry. Further questions concern transversality and the possible time profiles of the covering number.

Tangent shapes and knots

Section 6 studies families of compact shapes embedded in punctured tangent spaces and oriented knots in spheres of tangent directions. Euler-class and holonomy arguments yield obstructions and rigidity results for shape fields. For a prescribed positive nontrivial torus-knot type on a closed, connected, oriented smooth four-manifold, existence is characterized by a weighted circle reduction of the tangent bundle and explicit characteristic-class conditions. These results connect embedding spaces, classical GG-structures, and four-manifold topology. Further questions concern deformation classes, additional differential conditions, and the geometry of linear incidence among tangent directions.

Finite-scale bundle comparisons

Section 7 organizes smooth fiber identifications by their distance from the diagonal, using an extension radius and a system of restriction maps. We establish metric stability and line-bundle criteria, including an exact half-systole formula for nontrivial real line bundles and computations on flat tori. For closed negatively curved oriented surfaces, the complete family of labelled radii on finite covers recovers the marked length spectrum. This links direct connections with systolic geometry. Further questions concern higher-rank obstructions, critical radii, and information retained by the full comparison system.

Harmonic closure of differential forms

Section 8 considers the algebra generated by harmonic forms under wedge product, exterior differentiation, and Hodge star on a closed oriented Riemannian manifold. Finite closure produces a finite de Rham model and a canonical Lie algebra. For compact nilmanifolds with descended left-invariant metrics, the construction recovers the metric Lie algebra. Other results include conformal rigidity in the presence of intermediate cohomology and a three-dimensional classification. Connections with geometric formality motivate further study of higher-dimensional finite-closure metrics and their associated Lie algebra actions.

Critical kernels

A critical kernel is a symmetric two-point function whose slice critical points form finite equivalence classes. The resulting covering structure imposes restrictions on the topology of the underlying manifold.

Throughout this section, manifolds are smooth, closed (compact without boundary), connected, and of positive dimension. Cohomology is singular cohomology. Put PM(t)=∑jdim⁡Hj(M;Q)tjP_M(t)=\sum_j \dim H^j(M;\mathbb{Q})t^j. A rational homotopy equivalence is denoted by ≃Q\simeq_{\mathbb{Q}}. For a left action on MM, the left action on cohomology is g⋅a=(g−1)∗ag\mathbin{\cdot}a=(g^{-1})^*a; formulas involving g∗g^* use ordinary pullback.

Definition and covering geometry

Definition 2.1 (Critical kernel). A critical kernel on MM is a smooth function F:M×M→[0,∞)F:M\times M\to[0,\infty) such that:

(i) F(x,y)=F(y,x)F(x,y)=F(y,x), and F(x,y)=0F(x,y)=0 if and only if x=yx=y;

(ii) for every x∈Mx\in M, the slice Fx(y)=F(x,y)F_x(y)=F(x,y) is Morse;

(iii) the relation x∼Fy⟺d2F(x,y)=0x \sim_F y \Longleftrightarrow d_2F(x,y)=0 is an equivalence relation.

Write CF={(x,y):d2F(x,y)=0}C_F=\{(x,y):d_2F(x,y)=0\} and BF=M/∼FB_F=M/\sim_F. An isomorphism of kernels is a diffeomorphism ϕ:M→N\phi:M\to N satisfying FN(ϕx,ϕy)=FM(x,y)F_N(\phi x,\phi y)=F_M(x,y).

Proposition 2.2 (Critical covering). Let n=dim⁡Mn=\dim M. Then CFC_F is a closed embedded nn-manifold; both projections CF→MC_F\to M are finite coverings of the same degree r≥2r\ge2. The quotient BFB_F has a natural closed smooth manifold structure, and

q:M⟶BF,CF=M×BFM,q:M\longrightarrow B_F,\qquad C_F=M\times_{B_F}M,

is an rr-sheeted smooth covering. In particular every slice has exactly rr critical points. We call rr the critical degree.

Proof. The section d2Fd_2F of π2∗T∗M\pi_2^*T^*M is transverse to zero: its vertical derivative at a zero is the nondegenerate Hessian of FxF_x. The implicit function theorem makes CFC_F locally a graph y=ϕ(x)y=\phi(x). Thus its first projection is a proper local diffeomorphism, hence a finite covering. The diagonal makes it surjective. Reciprocity of the equivalence relation allows coordinate interchange, proving the same assertion for the second projection; each local branch ϕ\phi is a local diffeomorphism.

For a class [x]={x1,…,xr}[x]=\{x_1,\ldots,x_r\}, shrink a neighborhood UU of x=x1x=x_1 so that all branches are diffeomorphisms ϕi:U→Ui\phi_i:U\to U_i, with ϕ1=id⁡\phi_1=\operatorname{id} and the UiU_i disjoint. Transitivity gives [ϕi(u)]={ϕ1(u),…,ϕr(u)}[\phi_i(u)]=\{\phi_1(u),\ldots,\phi_r(u)\}. Therefore ⋃iUi\bigcup_i U_i is saturated, and each q∣Uiq|_{U_i} is a homeomorphism onto the same open subset of BFB_F. These are quotient charts, with smooth branch maps as transitions. The quotient is Hausdorff because the equivalence relation is closed on a compact Hausdorff space, and second countable because qq is open. Finally, a Morse function on a positive-dimensional closed manifold has a minimum and a distinct maximum, so r≥2r\ge2. □

Proposition 2.3 (Morse–Bott structure and metric). The full function FF is Morse–Bott with critical manifold CFC_F. Its normal index at (x,y)(x,y) equals the index of yy for FxF_x. Also

gx(u,v)=Hess⁡y=xFx(u,v)g_x(u,v)=\operatorname{Hess}_{y=x}F_x(u,v)

defines a Riemannian metric, natural under kernel isomorphisms.

Proof. If d2F(x,y)=0d_2F(x,y)=0, reciprocity and symmetry imply d1F(x,y)=0d_1F(x,y)=0, so Crit⁡(F)=CF\operatorname{Crit}(F)=C_F. On a local branch y=ϕ(x)y=\phi(x), set A=DϕxA=D\phi_x and H=Dyy2F(x,ϕ(x))H=D^2_{yy}F(x,\phi(x)). Differentiating the critical equations along the branch gives

D2F=(ATHA−ATH−HAH),D2F((v,w),(v,w))=H(w−Av,w−Av).D^2F=\begin{pmatrix} A^{\mathsf T}HA & -A^{\mathsf T}H \\ -HA & H \end{pmatrix},\qquad D^2F((v,w),(v,w))=H(w-Av,w-Av).

Its kernel is exactly the tangent space to the graph, and its normal inertia is that of HH. On the diagonal, xx is a nondegenerate minimum of FxF_x, so gxg_x is positive definite. Smoothness and naturality follow from the intrinsic Hessian at a critical point. □

Proposition 2.4 (Products). If FF and KK are critical kernels on MM and NN, then

(F⊕K)((x,u),(y,v))=F(x,y)+K(u,v)(F\oplus K)((x,u),(y,v))=F(x,y)+K(u,v)

is a critical kernel on M×NM\times N. Critical relations and quotient coverings are products, degrees multiply, indices add, and the induced metric is the product metric.

Proof. Since gradients and Hessians split, and criticality is the product of the two equivalence relations. The other axioms follow directly. □

Euler rigidity

Theorem 2.5 (Euler rigidity). If χ(M)≠0\chi(M) \ne0, then

χ(M)=r>0,χ(BF)=1.\chi(M)=r>0,\qquad\chi(B_F)=1.

Every slice has only even-index critical points and is perfect over Z\mathbb{Z}. The manifold MM is simply connected, of even dimension, and its integral homology and cohomology are free and concentrated in even degrees. The covering qq is universal; its deck group G≅π1(BF)G \cong\pi_1(B_F) acts freely and satisfies

∣G∣=χ(M)=dim⁡QH∗(M;Q),H∗(M;Q)G=Q.(1)|G|=\chi(M)=\dim_{\mathbb{Q}} H^*(M;\mathbb{Q}),\qquad H^*(M;\mathbb{Q})^G=\mathbb{Q}. \tag*{(1)}

The quotient BFB_F is rationally acyclic and nonorientable, and

pi(TM)=0∈H4i(M;Z)(i>0).(2)p_i(TM)=0\in H^{4i}(M;\mathbb{Z})\qquad(i>0). \tag*{(2)}

Proof. The covering formula gives χ(M)=rχ(BF)\chi(M)=r\chi(B_F). For any slice, the Morse formula gives χ(M)=∑j=1r(−1)λj\chi(M)=\sum_{j=1}^{r}(-1)^{\lambda_j}. The diagonal contributes a minimum, so −r<χ(M)≤r-r<\chi(M)\le r. A nonzero integer multiple of rr in this interval is rr. Hence every λj\lambda_j is even.

The Morse CW decomposition has only even cells. Connectedness forces one zero-cell; there are no one-cells, so MM is simply connected. Every cellular boundary map vanishes. This proves integral perfection and freeness, and also orientability and even dimension. The universal covering has ∣G∣=r|G|=r.

Transfer injects H∗(BF;Q)H^*(B_F;\mathbb{Q}) into H∗(M;Q)H^*(M;\mathbb{Q}) and identifies it with the invariants. Thus the quotient has no odd rational cohomology. Its Euler characteristic is 1, so its only rational cohomology is H0=QH^0=\mathbb{Q}. Since it has positive dimension, it is nonorientable. Finally TM≅q∗TBFTM\cong q^*TB_F; naturality gives rational vanishing of all positive Pontryagin classes of TMTM. Torsion-freeness upgrades this to integral vanishing.

Remark 2.6. Until the end of Subsection 2.5, assume χ(M)≠0\chi(M)\ne0 and put A=H∗(M;Q)A=H^*(M;\mathbb{Q}). The critical set decomposes as

CF=∐g∈GΓg,Γg={(x,gx):x∈M}.C_F=\coprod_{g\in G}\Gamma_g,\qquad\Gamma_g=\{(x,gx):x\in M\}.

Write cgc_g and λg\lambda_g for its constant critical value and index. Then

c1=0,λ1=0,cg>0 (g≠1),cg=cg−1,λg=λg−1.c_1=0,\qquad\lambda_1=0,\qquad c_g>0\ (g\ne1),\qquad c_g=c_{g^{-1}},\qquad\lambda_g=\lambda_{g^{-1}}.

The last two equalities follow from coordinate interchange. Integral perfection gives

PM(t)=∑g∈Gtλg.(3)P_M(t)=\sum_{g\in G}t^{\lambda_g}. \tag*{(3)}

In particular, there is one index-zero branch and one index-nn branch. Vanishing Pontryagin classes alone does not imply stable parallelizability or spin.

Examples

The first two examples also cover χ(M)=0\chi(M)=0; the restriction in Remark 2.6 is not imposed in this subsection.

References

  1. [1]A.-L. Mare, Equivariant cohomology of real flag manifolds, preprint, 2004, revised 2005. arXiv:math/0404369.DOI
  2. [2]R. Bott, Nondegenerate critical manifolds, Ann. of Math. (2) 60 (1954), 248–261. doi:10.2307/1969631.DOI
  3. [3]J. E. Humphreys, Reflection Groups and Coxeter Groups, Cambridge Studies in Advanced Mathematics, vol. 29, Cambridge University Press, 1990.DOI
  4. [4]J. F. Adams, On the non-existence of elements of Hopf invariant one, Ann. of Math. (2) 72 (1960), 20–104.DOI
  5. [5]A. Hatcher, Vector Bundles and K-Theory, version 2.2, November 2017. Author’s online text.
  6. [6]C. Chevalley, Invariants of finite groups generated by reflections, Amer. J. Math. 77 (1955), 778–782. doi:10.2307/2372597.DOI
  7. [7]D. Sullivan, Infinitesimal computations in topology, Publ. Math. IHÉS 47 (1977), 269–331. doi:10.1007/BF02684341.DOI
  8. [8]W.-Y. Hsiang, R. S. Palais, and C.-L. Terng, The topology of isoparametric submanifolds, J. Differential Geom. 27 (1988), 423–460. doi:10.4310/jdg/1214442003.DOI
  9. [9]K. Igusa, Higher complex torsion and the framing principle, Mem. Amer. Math. Soc. 177 (2005), no. 835, doi:10.1090/memo/0835. Preprint: arXiv:math/0303047.DOI
  10. [10]A. Derdzinski and T. Januszkiewicz, Immersions of surfaces in spin^c-manifolds with Higgs fields, preprint (2002), arXiv:math/0210253, especially §16.
  11. [11]N. Kitazawa and O. Saeki, Round fold maps of n-dimensional manifolds into (n − 1)-dimensional Euclidean space, J. Singul. 26 (2023), 1–12. doi:10.5427/jsing.2023.26a.DOI
  12. [12]E. Fadell and L. Neuwirth, Configuration spaces, Math. Scand. 10 (1962), 111–118. doi:10.7146/math.scand.a-10517.DOI
  13. [13]K. Takao, Two Morse functions and singularities of the product map, Comm. Anal. Geom. 24 (2016), no. 3, 645–671. doi:10.4310/CAG.2016.v24.n3.a8.DOI
  14. [14]N. Kitazawa and O. Saeki, Round fold maps on 3-manifolds, Algebr. Geom. Topol. 23 (2023), no. 8, 3745–3762. doi:10.2140/agt.2023.23.3745.DOI
  15. [15]M. Usher, Linking and the Morse complex, Ann. Fac. Sci. Toulouse Math. (6) 23 (2014), no. 1, 25–94. doi:10.5802/afst.1397.DOI
  16. [16]L. Kühne and G. Yashfe, Representability of matroids by c-arrangements is undecidable, Israel J. Math. 252 (2022), 95–147. arXiv:1912.06123.DOI
  17. [17]G. Bande and D. Kotschick, The geometry of symplectic pairs, Trans. Amer. Math. Soc. 358 (2006), 1643–1655. arXiv:math/0407441.DOI
  18. [18]C. Blacker, Polysymplectic reduction and the moduli space of flat connections, J. Phys. A: Math. Theor. 52 (2019), 335201. arXiv:1810.04924.DOI
  19. [19]M. Nguiffo Boyom, Foliations-Webs-Hessian Geometry-Information Geometry-Entropy and Cohomology, Entropy 18 (2016), 433. doi:10.3390/e18120433.DOI
  20. [20]M. Ludewig, Strong short-time asymptotics and convolution approximation of the heat kernel, Ann. Global Anal. Geom. 55 (2019), 371–394. doi:10.1007/s10455-018-9630-4.DOI
  21. [21]A. Singer and H.-T. Wu, Vector diffusion maps and the connection Laplacian, Comm. Pure Appl. Math. 65 (2012), no. 8, 1067–1144. doi:10.1002/cpa.21395.DOI
  22. [22]N. Sharp, Y. Soliman, and K. Crane, The vector heat method, ACM Trans. Graph. 38 (2019), no. 3. arXiv:1805.09170.arxiv.org/abs/1805.09170
  23. [23]S. Berceanu and M. Schlichenmaier, Coherent state embeddings, polar divisors and Cauchy formulas, J. Geom. Phys. 34 (2000), nos. 3–4, 336–358. arXiv:math/9903105.DOI
  24. [24]F. Knöppel, Random zero currents of sections of Hermitian line bundles over compact Riemannian manifolds, preprint, 2023. arXiv:2312.01493.arxiv.org/abs/2312.01493
  25. [25]M. Faulhuber, An application of hypergeometric functions to heat kernels on rectangular and hexagonal tori and a “Weltkonstante”—or how Ramanujan split temperatures, Ramanujan J. 54 (2021), 1–27. doi:10.1007/s11139-019-00224-2.DOI
  26. [26]J. W. Milnor and J. D. Stasheff, Characteristic Classes, Annals of Mathematics Studies 76, Princeton University Press, 1974.
  27. [27]F. Gay-Balmaz and C. Vizman, Principal bundles of embeddings and nonlinear Grassmannians, Annals of Global Analysis and Geometry 46 (2014), no. 3, 293–312. DOI: 10.1007/s10455-014-9424-2.
  28. [28]J. C. Becker and D. H. Gottlieb, Transfer maps for fibrations and duality, Compositio Mathematica 33 (1976), no. 2, 107–133.
  29. [29]R. Benedetti and P. Lisca, Framing 3-manifolds with bare hands, L’Enseignement Mathématique 64 (2018), no. 3/4, 395–413. DOI: 10.4171/LEM/64-3/4–9.arxiv.org/abs/1806.04991
  30. [30]W. Ambrose and I. M. Singer, A theorem on holonomy, Transactions of the American Mathematical Society 75 (1953), no. 3, 428–443.DOI
  31. [31]A. Hatcher, Algebraic Topology, Cambridge University Press, 2002. See §4.2 and §4.B for homotopy sequences and the Hopf invariant.
  32. [32]A. Hatcher, Spaces of knots, arXiv:math/9909095 (1999); expanded draft Topological moduli spaces of knots (2002), especially pp. 1–2 and the torus/hyperbolic-knot arguments.DOI
  33. [33]A. Dold and H. Whitney, Classification of oriented sphere bundles over a 4-complex, Ann. of Math. (2) 69 (1959), 667–677.
  34. [34]F. Hirzebruch and H. Hopf, Felder von Flächenelementen in 4-dimensionalen Mannigfaltigkeiten, Math. Ann. 136 (1958), 156–172.DOI
  35. [35]F. van der Blij, An invariant of quadratic forms mod 8, Indag. Math. 21 (1959), 291–293.DOI
  36. [36]M. Furuta, Monopole equation and the 11/8-conjecture, Math. Res. Lett. 8 (2001), 279–291, Theorem 1.
  37. [37]M. Atiyah and C. LeBrun, Curvature, cones and characteristic numbers, Math. Proc. Cambridge Philos. Soc. 155 (2013), 13–37; arXiv:1203.6389, Section 2.DOI
  38. [38]M. J. Hopkins, J. Lin, X. D. Shi and Z. Xu, Intersection forms of spin 4-manifolds and the Pin(2)-equivariant Mahowald invariant, Comm. Amer. Math. Soc. 2 (2022), 22–132; arXiv:1812.04052.
  39. [39]R. Budney, Topology of knot spaces in dimension 3, Proc. Lond. Math. Soc. (3) 101 (2010), 477–496; arXiv:math/0506524.
  40. [40]A. Havens and R. Koytcheff, Spaces of knots in the solid torus, knots in the thickened torus, and links in the 3-sphere, arXiv:2008.03192.
  41. [41]J. F. Adams, Vector fields on spheres, Annals of Mathematics 75 (1962), 603–632. doi:10.2307/1970213.DOI
  42. [42]P. Patel, On a theorem of Peter Scott, preprint, revised 2014. arXiv:1204.5135.arxiv.org/abs/1204.5135
  43. [43]S. Alvarez, J. Brum, M. Martínez and R. Potrie, with an appendix written with M. Wolff, Topology of leaves for minimal laminations by hyperbolic surfaces, Journal of Topology 15 (2022), 302–346; Theorem C and Appendix A. doi:10.1112/topo.12222; arXiv:1906.10029.DOI
  44. [44]J.-P. Otal, Le spectre marqué des longueurs des surfaces à courbure négative, Annals of Mathematics 131 (1990), 151–162. doi:10.2307/1971511.DOI
  45. [45]C. Guillarmou, T. Lefevre and G. P. Paternain, Marked length spectrum rigidity for Anosov surfaces, preprint, revised 2024. arXiv:2303.12007.arxiv.org/abs/2303.12007
  46. [46]J. Kubarski and N. Teleman, Linear direct connections, Banach Center Publications 76 (2007), 425–436. doi:10.4064/bc76-0-20.DOI
  47. [47]J. Fernández, M. Juchani and M. Zuccalli, Discrete connections on principal bundles: abelian group case (2021). arXiv:2109.08928.arxiv.org/abs/2109.08928
  48. [48]R. Tinnarrage, Computing persistent Stiefel–Whitney classes of line bundles, Journal of Applied and Computational Topology (2021). doi:10.1007/s41468-021-00080-4.
  49. [49]E. Macías-Virgós and D. Mosquera-Lois, Homotopic distance between maps. arXiv:1810.12591; doi:10.1017/S0305004121000116.
  50. [50]D. Kotschick, On products of harmonic forms, Duke Math. J. 107 (2001), no. 3, 521–531. arXiv:math/0004009.
  51. [51]K. Nomizu, On the cohomology of compact homogeneous spaces of nilpotent Lie groups, Ann. of Math. (2) 59 (1954), no. 3, 531–538. doi:10.2307/1969716.DOI
  52. [52]P.-A. Nagy and C. Vernicos, The length of harmonic forms on a compact Riemannian manifold, Trans. Amer. Math. Soc. 356 (2004), no. 6, 2501–2513. arXiv:math/0301369.DOI
  53. [53]L. Ornea and M. Pilca, Remarks on the product of harmonic forms, Pacific J. Math. 250 (2011), no. 2, 353–363. doi:10.2140/pjm.2011.250.353.DOI
  54. [54]I. Kangasniemi, Conformally formal manifolds and the uniformly quasiregular non-ellipticity of (S² × S²)#(S² × S²), Adv. Math. 393 (2021), article 108103. arXiv:2008.10669.DOI
  55. [55]P. Hájek, Hodge decompositions and differential Poincaré duality models, J. Homotopy Relat. Struct. 21 (2026), 175–210; published online 2025. doi:10.1007/s40062-025-00389-2.DOI
  56. [56]A. Milivojević and J. Stelzig, Bigraded notions of formality and Aeppli–Bott–Chern–Massey products, Comm. Anal. Geom. (2024). arXiv:2202.08617v2.arxiv.org/abs/2202.08617

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