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Fox Algebra: Differential Calculus and Localization

Updated 14 July 2026
  • Fox algebra is a framework of augmentation-based noncommutative calculi that uses Fox derivatives, pairings, and localized operators to capture differential and homological data.
  • It underpins diverse applications such as constructing generalized Dehn twists, computing Alexander–Burau–Fox modules, and analyzing Fox subgroups and dimension quotients.
  • Various constructions—ranging from classical Fox calculus to localization-theoretic approaches—provide unifying insights across group theory, topology, and knot theory.

Searching arXiv for the cited Fox-algebra-related papers to ground the article in current records. Fox algebra denotes a cluster of closely related constructions built from Ralph Fox’s free differential calculus on group rings. In the literature considered here, the term ranges from the classical noncommutative differential calculus on Z[F]\mathbb{Z}[F] and its Jacobian matrices, to group algebras K[π]K[\pi] equipped with Fox derivatives, Fox pairings, and derived forms, and, in a more specialized sense, to the Leavitt localization of a free group algebra by the row (t1−1,…,tn−1)(t_1-1,\dots,t_n-1). These frameworks organize augmentation ideals, completions, universal localizations, and module-theoretic structures, and they are used to construct generalized Dehn twists, analyze Fox subgroups and dimension quotients, compute Alexander–Burau–Fox modules, and express twisted Kuperberg invariants and Reidemeister torsion by Fox-calculus formulas (Massuyeau et al., 2011, Mikhailov et al., 2017, Christiana et al., 2023, Anh, 3 Oct 2025, Neumann, 2019).

1. Terminology, augmentation, and Fox differential calculus

The common starting point is a group ring together with its augmentation. For a group GG and a commutative ring KK, the group algebra is A=K[G]A=K[G] with augmentation

aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,

and augmentation ideal I=ker⁡(aug)I=\ker(aug). In the free-group case, Fox introduced derivations on Z[F]\mathbb{Z}[F] or K[F]K[F] that detect dependence on the generators and satisfy

K[π]K[\pi]0

A standard identity is

K[π]K[\pi]1

These formulas are the computational core of what several of the cited works informally describe as “Fox algebra” or “Fox algebraic” structure (Massuyeau et al., 2011, Neumann, 2019, Christiana et al., 2023).

The terminology is not uniform. In the Massuyeau–Turaev setting, the term is not used in the paper itself and serves only as an informal label for group algebras equipped with Fox-calculus-type structures, especially Fox pairings and their completions. In the sutured-manifold setting, the operative concept is Fox calculus rather than a separately defined algebra. By contrast, the 2025 localization-theoretic work uses “Fox algebra” in a precise sense for the localization of a free group algebra by the row of generators of the augmentation ideal (Massuyeau et al., 2011, Anh, 3 Oct 2025, Neumann, 2019).

Perspective Ambient algebra Characteristic structure
Classical Fox calculus K[π]K[\pi]2, K[π]K[\pi]3 Fox derivatives, Jacobians, augmentation identity
Fox-pairing framework K[π]K[\pi]4, K[π]K[\pi]5 F-pairings, derived forms, Malcev completion, twists
Localization-theoretic Fox algebra K[π]K[\pi]6 Leavitt localization, CK relations, Cohn localization

This terminological variation does not erase the structural commonality: in each case, the augmentation ideal is the source of differential, homological, or localization data. A plausible implication is that “Fox algebra” is best understood as a family of augmentation-based noncommutative calculi rather than a single universally fixed object.

2. Fox pairings, derived forms, and completed group algebras

For K[π]K[\pi]7, Massuyeau and Turaev formalize left and right Fox derivatives by requiring a K[π]K[\pi]8-linear map K[π]K[\pi]9 to satisfy

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)0

in the left case, and

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)1

in the right case. In a free group (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)2, every (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)3 has unique expansions

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)4

which define left derivatives (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)5 and right derivatives (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)6 (Massuyeau et al., 2011).

A Fox pairing, or F-pairing, is then a (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)7-bilinear map

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)8

that is a left Fox derivative in the first argument and a right Fox derivative in the second: (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)9

GG0

From GG1 one obtains a derived form GG2. For GG3, if

GG4

then

GG5

This derived form satisfies GG6, vanishes on units, is a derivation in the second variable for fixed GG7, and is conjugation-invariant in the first variable. The augmentation of GG8 induces a bilinear form

GG9

which generalizes homological intersection pairings (Massuyeau et al., 2011).

The completed theory uses the KK0-adic completion

KK1

equipped with the completed Hopf structure extending KK2. The Malcev completion is

KK3

If KK4, logarithms, exponentials, and the BCH series are available in the completed algebra, and a filtered F-pairing KK5 gives derivations

KK6

For KK7 and KK8, under the isotropy condition KK9, the associated twist is

A=K[G]A=K[G]0

The main structural theorem states that A=K[G]A=K[G]1 is a filtered Hopf automorphism of A=K[G]A=K[G]2, hence restricts to a filtered automorphism of A=K[G]A=K[G]3. It also satisfies

A=K[G]A=K[G]4

and induces on A=K[G]A=K[G]5 the transvection

A=K[G]A=K[G]6

For filtered non-degenerate pairings there is a unique element A=K[G]A=K[G]7 such that

A=K[G]A=K[G]8

and preservation of A=K[G]A=K[G]9 is equivalent to preservation of aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,0 (Massuyeau et al., 2011).

In the surface case, with aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,1 connected, oriented, and with non-empty boundary, the homotopy intersection form is

aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,2

and its derived form is

aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,3

Modulo conjugacy classes, the induced bracket is Goldman’s bracket. The generalized Dehn twist along a closed curve aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,4 is

aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,5

and if aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,6 is simple then

aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,7

For compact aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,8 with connected boundary and aug:A→K,aug(∑g∈Gkg g)=∑g∈Gkg,aug: A\to K,\qquad aug\Big(\sum_{g\in G}k_g\,g\Big)=\sum_{g\in G}k_g,9, this algebraic twist agrees with Kawazumi–Kuno’s generalized Dehn twist (Massuyeau et al., 2011).

3. Localization-theoretic Fox algebra of a free group

A more rigid use of the term appears for the free group algebra I=ker⁡(aug)I=\ker(aug)0, where I=ker⁡(aug)I=\ker(aug)1 has generators I=ker⁡(aug)I=\ker(aug)2 and augmentation I=ker⁡(aug)I=\ker(aug)3. Writing I=ker⁡(aug)I=\ker(aug)4, the augmentation ideal I=ker⁡(aug)I=\ker(aug)5 is a free right I=ker⁡(aug)I=\ker(aug)6-module of rank I=ker⁡(aug)I=\ker(aug)7 with basis I=ker⁡(aug)I=\ker(aug)8 and has trivial left annihilator. The right Fox derivatives I=ker⁡(aug)I=\ker(aug)9 restrict to projections on Z[F]\mathbb{Z}[F]0, and with

Z[F]\mathbb{Z}[F]1

one has

Z[F]\mathbb{Z}[F]2

The fundamental row being localized is

Z[F]\mathbb{Z}[F]3

Its Leavitt localization Z[F]\mathbb{Z}[F]4 is the universal ring obtained by adjoining a column Z[F]\mathbb{Z}[F]5 satisfying

Z[F]\mathbb{Z}[F]6

equivalently

Z[F]\mathbb{Z}[F]7

This localization is called the Fox algebra of Z[F]\mathbb{Z}[F]8 of rank Z[F]\mathbb{Z}[F]9 (Anh, 3 Oct 2025).

The Fox expansion becomes internal to the localized ring: K[F]K[F]0 and more generally

K[F]K[F]1

The canonical map K[F]K[F]2 is injective, and K[F]K[F]3 can be realized as the ring of right quotients

K[F]K[F]4

For K[F]K[F]5 and K[F]K[F]6, K[F]K[F]7 has module type K[F]K[F]8, so K[F]K[F]9 as right modules and every finitely generated module is cyclic. For K[π]K[\pi]00, K[π]K[\pi]01 is simple; for K[π]K[\pi]02, simplicity is open for K[π]K[\pi]03 (Anh, 3 Oct 2025).

This localization-theoretic Fox algebra is closely tied to Cohn localization and rational closure. If K[π]K[\pi]04 is transfinitely nilpotent and K[π]K[\pi]05, then for K[π]K[\pi]06 the Jacobson quasi-inverse

K[π]K[\pi]07

satisfies

K[π]K[\pi]08

The rational closure K[π]K[\pi]09 is the smallest subring of K[π]K[\pi]10 containing K[π]K[\pi]11 and closed under K[π]K[\pi]12. For free algebras and free group algebras, the rational closure inside K[π]K[\pi]13 is the universal Cohn localization inverting all matrices K[π]K[\pi]14 with entries in the augmentation ideal (Anh, 3 Oct 2025).

The paper’s principal application is a factorization theory for free polynomials with non-zero augmentation. For a comonic polynomial K[π]K[\pi]15, the smallest lattice K[π]K[\pi]16 is the finite-dimensional K[π]K[\pi]17-subspace of K[π]K[\pi]18 generated by the images of all partial derivatives K[π]K[\pi]19. The main existence–uniqueness theorem states that for any K[π]K[\pi]20 there is a unique comonic polynomial K[π]K[\pi]21 with K[π]K[\pi]22 such that

K[π]K[\pi]23

Irreducibility is characterized module-theoretically: K[π]K[\pi]24 Moreover, irreducible factorizations of K[π]K[\pi]25 correspond bijectively, up to similarity, to composition chains of the K[π]K[\pi]26-module K[π]K[\pi]27 and of the K[π]K[\pi]28-module K[π]K[\pi]29 (Anh, 3 Oct 2025).

4. Fox subgroups, dimension quotients, and derived functors

In integral group-ring theory, Fox-algebraic methods interact with the augmentation filtration through dimension subgroups and Fox subgroups. For a group K[π]K[\pi]30 with augmentation ideal K[π]K[\pi]31, the K[π]K[\pi]32-th dimension subgroup is

K[π]K[\pi]33

and the corresponding dimension quotient is K[π]K[\pi]34. One has K[π]K[\pi]35 for K[π]K[\pi]36 in all groups, and also for all K[π]K[\pi]37 in free groups, but K[π]K[\pi]38 can be nontrivial in general. For a free group K[π]K[\pi]39 and a normal subgroup K[π]K[\pi]40, if K[π]K[\pi]41 is generated by K[π]K[\pi]42, then the K[π]K[\pi]43-th Fox subgroup is

K[π]K[\pi]44

where K[π]K[\pi]45 (Mikhailov et al., 2017).

The paper by Mikhailov and Passi places these objects in the category K[π]K[\pi]46 of free presentations K[π]K[\pi]47 and studies limits of functors on that category. The main description of the fourth dimension quotient is the natural short exact sequence

K[π]K[\pi]48

Thus the obstruction at level K[π]K[\pi]49 is expressed as a cokernel of limits of functors over free presentations (Mikhailov et al., 2017).

At the level of Fox subgroups, the decisive result is the functorial identification

K[π]K[\pi]50

where

K[π]K[\pi]51

The same work eliminates the isolator from the classical description by proving

K[π]K[\pi]52

where K[π]K[\pi]53 is generated by elements

K[π]K[\pi]54

subject to the relations

K[π]K[\pi]55

K[π]K[\pi]56

The resulting quotient retains torsion information that isolator statements suppress (Mikhailov et al., 2017).

A second derived-functor layer appears in the limit theorem

K[π]K[\pi]57

This is tied to the exact sequences for quadratic functors, including

K[π]K[\pi]58

and the Koszul-type exact sequence

K[π]K[\pi]59

for free abelian K[π]K[\pi]60 and subgroup K[π]K[\pi]61. In the torsion-free case, the obstruction can vanish; for example, if K[π]K[\pi]62 is torsion-free, then K[π]K[\pi]63 (Mikhailov et al., 2017).

5. Knot theory, Fox colorings, and Alexander–Burau–Fox modules

In knot and link theory, Fox algebra refers to the pipeline that begins with a Wirtinger presentation of the link group, abelianizes meridians into the cyclic group generated by K[π]K[\pi]64, and applies Fox derivatives to obtain a module over

K[π]K[\pi]65

Two specializations are central: the Fox coloring group and the Alexander–Burau–Fox module. For a link diagram K[π]K[\pi]66, a Fox K[π]K[\pi]67-coloring is a map K[π]K[\pi]68 satisfying

K[π]K[\pi]69

at each crossing. The universal object is the Fox coloring group K[π]K[\pi]70, generated by the arcs of K[π]K[\pi]71 with relations K[π]K[\pi]72. Factoring out the rank-K[π]K[\pi]73 subgroup of trivial colorings yields the reduced coloring group

K[π]K[\pi]74

The Alexander–Burau–Fox module K[π]K[\pi]75 is the K[π]K[\pi]76-module obtained by replacing the coefficient K[π]K[\pi]77 by K[π]K[\pi]78 in the crossing relations; for a positive crossing one has

K[π]K[\pi]79

with the negative crossing governed by the K[π]K[\pi]80-twisted inverse relations (Christiana et al., 2023).

For the family K[π]K[\pi]81, the closure of the K[π]K[\pi]82-strand braid K[π]K[\pi]83, the reduced coloring theory collapses to a K[π]K[\pi]84 presentation matrix in the basis K[π]K[\pi]85, K[π]K[\pi]86: K[π]K[\pi]87 where K[π]K[\pi]88 is the Fibonacci sequence. The Smith normal form yields

K[π]K[\pi]89

where K[π]K[\pi]90 denotes the Lucas numbers. The recurrence behind this matrix is governed by

K[π]K[\pi]91

and by the coefficient recursions

K[π]K[\pi]92

together with the identity K[π]K[\pi]93 for Chebyshev K[π]K[\pi]94-polynomials (Christiana et al., 2023).

The reduced Alexander–Burau–Fox module has an explicit Chebyshev description. Setting K[π]K[\pi]95 and

K[π]K[\pi]96

its K[π]K[\pi]97 presentation matrix is

K[π]K[\pi]98

After a reduction to K[π]K[\pi]99, one obtains

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)00

Specializing (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)01 recovers the coloring formulas because (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)02, (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)03, and (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)04 (Christiana et al., 2023).

These computations show that, for periodic braid families, Fox-calculus relations reduce to linear recurrences governed by Fibonacci numbers or Chebyshev polynomials. The explicit decompositions are entirely module-theoretic: the invariants emerge from presentation matrices over (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)05 or (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)06, not from geometric simplification.

6. Fox Jacobians, twisted Kuperberg invariants, and Reidemeister torsion

Fox calculus also governs a quantum-topological construction for balanced sutured (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)07-manifolds. Given a finite presentation

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)08

the Fox Jacobian is the matrix (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)09 in the group ring. In the sutured Heegaard setup used by Doig and Wehrli, one works with a presentation

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)10

and takes Fox derivatives with respect to the generators (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)11. These derivatives encode the (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)12 cellular boundary map in the universal cover and are the input for twisted torsion (Neumann, 2019).

Let (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)13 be a finite-dimensional involutory Hopf superalgebra over (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)14 with normalized integral and cointegral, and let

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)15

be a homomorphism. For a balanced sutured manifold (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)16, a (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)17 structure (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)18, and a homology orientation (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)19, the twisted Kuperberg tensor contraction defines

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)20

and the normalized invariant is

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)21

Its dependence on the (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)22 structure is controlled by

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)23

The twisting is realized Hopf-algebraically through the semidirect product

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)24

and the key theorem states

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)25

The Fox prefixes (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)26 occurring along the (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)27-curves are exactly the words that determine which automorphism (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)28 acts at each tensor leg (Neumann, 2019).

When (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)29 is (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)30-graded, the invariant extends canonically to a polynomial valued in (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)31. With

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)32

the polynomial invariant is

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)33

and augmentation recovers the scalar invariant: (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)34 For the exterior Hopf superalgebra (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)35, one has (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)36 and

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)37

In this case,

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)38

while the twisted relative Reidemeister torsion is computed by

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)39

up to (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)40. After the (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)41 and homology-orientation correction, the main identification becomes

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)42

The polynomial version satisfies

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)43

For the left trefoil in the rank-(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)44 exterior case, the resulting expression is

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)45

which is the Alexander polynomial of the left trefoil (Neumann, 2019).

7. Technical conditions, limits of validity, and conceptual unification

Several technical hypotheses recur across these theories. In the completion-based theory of Fox pairings, the use of logarithms, exponentials, and the BCH series requires (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)46 and weak nilpotence in the (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)47-adic topology. The twist

(t1−1,…,tn−1)(t_1-1,\dots,t_n-1)48

is formulated under the isotropy condition (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)49; in the surface case with skew-symmetric (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)50, this holds for all (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)51. Non-degeneracy assumptions ensure existence and uniqueness of (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)52 and support preservation results for twists (Massuyeau et al., 2011).

In the localization-theoretic theory, the rational-closure construction depends on a Hausdorff ideal topology and on transfinitely nilpotent ideals. The identification of the rational closure with the universal Cohn localization is proved for free algebras and free group algebras, and the factorization theory is developed for free polynomials with non-zero augmentation, usually normalized to the comonic case (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)53 (Anh, 3 Oct 2025).

In the dimension-quotient setting, the passage from presentations to presentation-independent invariants is achieved by taking limits over the category (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)54 of free presentations. The left exactness of (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)55, together with vanishing of higher limits for (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)56-representations, is the categorical mechanism behind the exact sequences for (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)57 and the iterated derived-functor description of the third Fox quotient (Mikhailov et al., 2017).

In knot-theoretic and sutured-manifold applications, Fox calculus is used after a choice of presentation or Heegaard diagram, but the resulting invariants are normalized to remove diagrammatic indeterminacies. For the reduced coloring and ABF modules this takes the form of quotienting by the trivial coloring or imposing (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)58; for twisted Kuperberg invariants and refined torsion it takes the form of (t1−1,…,tn−1)(t_1-1,\dots,t_n-1)59 and homology-orientation corrections (Christiana et al., 2023, Neumann, 2019).

Taken together, these works show that Fox algebra is not a single construction with a single accepted definition. One strand centers on derivations and Jacobians in group rings, another on F-pairings and completed Hopf-algebra structures, another on Leavitt and Cohn localizations of free group algebras, and another on augmentation-filtration subgroups and derived functors. This suggests a unifying viewpoint: Fox algebra is the augmentation-based noncommutative infrastructure that allows group-theoretic, topological, and module-theoretic information to be encoded in derivations, pairings, localized operators, or completed automorphisms, depending on the problem at hand (Massuyeau et al., 2011, Mikhailov et al., 2017, Anh, 3 Oct 2025).

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