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Jacobian Criterion: Tests and Applications

Updated 8 July 2026
  • Jacobian criterion is a family of first-order tests using derivative matrices and ideals to determine regularity, invertibility, and smoothness in various mathematical structures.
  • It underpins methods ranging from classical algebraic geometry to modern analyses in chemical reaction networks and free polynomial mappings.
  • The criterion’s versatility spans arithmetic schemes, singularity theory, and dynamical systems, offering rigorous conditions for invertibility, cohomological smoothness, and multistationarity exclusion.

The Jacobian criterion is not a single theorem but a family of first-order tests in which Jacobian matrices, determinants, minors, Jacobian ideals, or Jacobian algebras control a geometric, algebraic, or dynamical property. In the literature considered here, it appears as a rank criterion for regularity of varieties and arithmetic schemes, a determinant or derivative criterion for invertibility problems surrounding the Jacobian conjecture, a sign criterion for injectivity in chemical reaction networks, a mixed-characteristic nonsingularity criterion involving pp-derivations, a criterion for cohomological smoothness of Artin vv-stacks and for variation of hyperplane sections, and a set of ideal-theoretic and syzygetic criteria in singularity theory and blowup algebra theory (Feng et al., 9 Oct 2025, Hochster et al., 2021, Pascoe, 2013, Joshi et al., 2011, Hamann, 2022, Ilardi et al., 21 Jun 2026, Niu et al., 2014, Burity et al., 2023).

1. Regularity, closed points, and mixed characteristic

In its classical algebraic-geometric form, the Jacobian criterion tests regularity by the rank of a matrix of first derivatives. For a variety

X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)

over a field KK, and a rational point xx, the Jacobian matrix is

Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),

and xx is regular if and only if

rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.

The same paper extends this from rational points to arbitrary closed points by replacing the ambient coordinates with generators g1,,gng_1,\ldots,g_n of the maximal ideal and using

Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),

again with the condition

vv0

It also gives an arithmetic variant for vv1 over a DVR vv2 with uniformizer vv3, where the relevant matrix is the augmented Jacobian

vv4

and regularity is equivalent to

vv5

The same source further states that regularity is preserved under finite separable base change over fields, under unramified arithmetic base change, and in the ramified arithmetic case precisely when the special fiber is regular (Feng et al., 9 Oct 2025).

A mixed-characteristic refinement replaces the classical derivative-only matrix by a “mixed Jacobian” incorporating a vv6-derivation. For an essentially affine algebra over a complete local algebra over a mixed characteristic DVR, nonsingularity at primes containing vv7 is controlled by the vv8 minors of a matrix whose rows are indexed by generators vv9 and whose columns include a X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)0-column with entries X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)1, the ordinary partial derivatives, and additional columns attached to a X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)2-base of the residue field. The criterion states that X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)3 is nonsingular if and only if the prime X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)4 does not contain those minors. To linearize the X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)5-derivational component, the paper introduces perivations and a universal perivation module X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)6, which plays the role of Kähler differentials in this setting. It also proves a freeness criterion: X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)7 This places the mixed-characteristic Jacobian criterion alongside the classical one, but with genuinely new arithmetic data in the matrix (Hochster et al., 2021).

2. Invertibility and the Jacobian conjecture

In the polynomial automorphism problem, the Jacobian criterion is the condition that a polynomial map has everywhere nonzero constant Jacobian determinant. In the commutative setting, for a polynomial map X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)8, the criterion is

X=K[t1,,tn]/(f1,,fr)X = K[t_1,\ldots,t_n]/(f_1,\ldots,f_r)9

and the Jacobian conjecture asks whether this implies invertibility with polynomial inverse (Pascoe, 2013). The same theme appears in the form

KK0

for polynomial maps KK1, with special emphasis on cubic reductions such as Druzkowski mappings (Yan, 2012).

For the two-dimensional conjecture, one paper states that if KK2 is a pair of Jacobian polynomials, then

KK3

where KK4 is the intersection number of KK5 in the affine plane, KK6 is the number of branch at point at infinity, and KK7 is the geometric genus of the affine curve defined by KK8. The stated consequence is that every Jacobian polynomial defines a smooth rational curve with one point at infinity, and that this is sufficient to fix the Jacobian conjecture in two dimension by the Abhyankar theorem or the Abhyankar-Moh-Suzuki theorem (Joe, 2013).

A recent perturbative formulation studies maps

KK9

under the Jacobian hypothesis

xx0

which is presented as equivalent to xx1. In that framework the inverse satisfies

xx2

is expanded as a sum of partially ordered connected trees, and is controlled by the derivative identity

xx3

The paper further states

xx4

and, using the Jacobian hypothesis, obtains the degree bound

xx5

This formulation treats the criterion not merely as a determinant condition but as a cancellation mechanism inside a combinatorial expansion of the inverse map (Magnen, 2023).

A recurring distinction in this literature is between local and global force. The determinant condition is the natural first-order hypothesis, but in the classical commutative case it does not by itself settle global polynomial invertibility; by contrast, other settings discussed below turn the same first-order datum into a complete global criterion.

3. Effective reductions and special classes of polynomial maps

One major line of work seeks effective criteria in restricted classes. For Druzkowski mappings

xx6

if

xx7

then

xx8

where xx9 is the number of diagonal elements of Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),0 equal to zero. In the special case Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),1, this gives

Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),2

and the same paper states that the Jacobian Conjecture is true for such Druzkowski mappings in dimension Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),3 (Yan, 2012).

A related approach introduces Condition C1 and the weaker Condition C2 for Druzkowski maps. For a cubic linear map

Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),4

one theorem states that Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),5 is an automorphism if and only if the only solution of

Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),6

is Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),7. The paper further states that, for Druzkowski matrices, Condition C2 is equivalent to the Jacobian conjecture; that C1 holds for a generic matrix of any given rank; that C1 is invariant under diagonal conjugation; and that C2 is invariant under cubic similarity. It also proposes a low-dimensional strategy, including dimension Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),8, based on these reformulations (Truong, 2015).

In dimension two, a different reduction replaces direct inverse construction by commutative-algebra conditions on an intermediate ring. For a morphism Jx=(fitj(x)),J_x=\left(\frac{\partial f_i}{\partial t_j}(x)\right),9 with invertible Jacobian, writing xx0 and xx1, the paper proves that xx2 is invertible if any one of the following equivalent conditions holds:

  1. xx3 is normal;
  2. xx4 is flat over xx5;
  3. xx6 is separable over xx7. The result is framed as a special-case resolution of the two-variable conjecture by checking ring-theoretic properties of xx8 (Moskowicz, 2015).

A further effective criterion recasts the problem in Picard-Vessiot terms. For a polynomial map xx9 with constant nonzero Jacobian determinant, let

rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.0

Then rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.1 is a polynomial automorphism if and only if rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.2 is a fundamental solution matrix for an integrable linear partial differential system

rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.3

with rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.4 over rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.5. The same paper gives the explicit bound

rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.6

for the number of wronskians that need to be checked, and emphasizes that the method is specially efficient with cubic homogeneous mappings introduced and studied in fundamental papers by H. Bass, E. Connell, D. Wright and L. Druzkowski (Adamus et al., 2015).

4. Free, stacky, and moduli-theoretic variants

In free analysis, the Jacobian criterion becomes global. For a free map rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.7, the derivative is defined by the block identity

rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.8

The free inverse function theorem states that the following are equivalent: rank(Jx)=ndimOX,x.\operatorname{rank}(J_x)=n-\dim \mathcal{O}_{X,x}.9 is nonsingular for every g1,,gng_1,\ldots,g_n0; g1,,gng_1,\ldots,g_n1 is injective; and g1,,gng_1,\ldots,g_n2 exists and is a free map. For free polynomial maps this becomes an equivalence between everywhere-nonsingular derivative, injectivity, bijectivity, and the existence of polynomial inverses on each matrix size. The paper also gives an analogous criterion for commutative polynomials evaluated on tuples of commuting matrices, where global nonsingularity on commuting tuples is equivalent to injectivity, bijectivity, and polynomial invertibility (Pascoe, 2013).

A different extension concerns variation of hyperplane sections of hypersurfaces through the Milnor algebra

g1,,gng_1,\ldots,g_n3

For a hypersurface g1,,gng_1,\ldots,g_n4, the hyperplane-section map g1,,gng_1,\ldots,g_n5 is studied infinitesimally by

g1,,gng_1,\ldots,g_n6

The criterion stated is that g1,,gng_1,\ldots,g_n7 is generically finite onto its image if and only if g1,,gng_1,\ldots,g_n8 is injective for a general hyperplane. In the smooth case this recovers the Lefschetz criterion via injectivity of

g1,,gng_1,\ldots,g_n9

for a general linear form Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),0. In the singular case a new obstruction appears: a linear Jacobian syzygy, equivalently, for non-cones, a positive-dimensional projective automorphism group. Once that obstruction is excluded, maximal infinitesimal variation is governed by the same Lefschetz map Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),1 (Ilardi et al., 21 Jun 2026).

On the Fargues–Fontaine curve, the Jacobian criterion is reformulated for section spaces of stack quotients Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),2. Let Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),3 denote the locus of sections Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),4 for which the pullback tangent complex is represented by a two-term complex

Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),5

with Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),6 of strictly positive slopes. The criterion states that this locus is cohomologically smooth, and that its local Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),7-dimension at a geometric point is

Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),8

or equivalently

Jx=(figj(x)),J_x=\left(\frac{\partial f_i}{\partial g_j}(x)\right),9

Here the Jacobian criterion is expressed through tangent complexes and positivity of slopes rather than through ordinary determinants (Hamann, 2022).

5. Jacobian ideals, schemes, syzygies, and multiplier ideals

When the Jacobian data are organized ideal-theoretically, the criterion measures singularities rather than invertibility. For a reduced singular projective plane curve vv00, the Jacobian scheme is the zero-dimensional scheme defined by

vv01

and its degree is the global Tjurina number

vv02

If vv03 is the minimal degree of a Jacobian syzygy, then the du Plessis–Wall bounds are

vv04

For conic-line arrangements with vv05, the paper gives a complete geometric characterization of those attaining the upper bound, and also characterizes those attaining the lower bound among all curves with a linear Jacobian syzygy. It further identifies when the Jacobian scheme is an eigenscheme of a ternary tensor, relating the criterion to polar maps and determinantal Jacobian ideals (Beorchia et al., 2023).

Mather–Jacobian multiplier ideals provide another Jacobian-based singularity invariant. Given a resolution vv06 factoring through the Nash blow-up, a nonzero ideal vv07, and vv08,

vv09

The paper proves the comparison

vv10

with equality when vv11 is a locally complete intersection. On algebraic curves, where the definition extends to any characteristic, it shows that

vv12

It also proves the conductor criterion

vv13

and records the inclusions

vv14

for curves (Niu et al., 2014).

Blowup algebra theory studies the Jacobian ideal

vv15

through its Rees algebra vv16, special fiber vv17, and analytic spread

vv18

For several new families of homogeneous free divisors, the Rees algebra and special fiber are shown to be Cohen-Macaulay. More generally, for a reduced homogeneous polynomial vv19 with linearly independent partials, the paper characterizes maximal analytic spread vv20 by several equivalent conditions, including full rank of the Hessian map, vv21-linear independence of the gradients vv22, and the asymptotic depth condition

vv23

for some large vv24. It also gives an ideal-theoretic homological criterion for homaloidal divisors, כלומר hypersurfaces whose polar maps are birational (Burity et al., 2023).

6. Chemical, real-dynamical, and billiard interpretations

In chemical reaction network theory, the Jacobian criterion is a sign condition on the determinant expansion of a parametrized Jacobian matrix. A network passes the Jacobian Criterion if all terms in that expansion have the same sign, and passing the criterion rules out multiple positive steady states. The determinant can be expanded over vv25-square subnetworks, and for a square subnetwork vv26,

vv27

with orientation

vv28

A principal simplification is that one need only examine certain embedded square networks rather than all vv29-square subnetworks. The paper also gives a new sufficient condition: if all species of a CFSTR have total molecularity at most two, then the network passes the Jacobian Criterion and therefore cannot admit multiple steady states (Joshi et al., 2011).

In the real Jacobian problem, one paper converts injectivity into a dynamical criterion at infinity. For a polynomial map vv30 with vv31, it associates the Hamiltonian

vv32

and proves that global injectivity is equivalent to each of the following conditions for the Bendixson compactified system: the origin is a center; the origin is monodromic; the origin has no hyperbolic sectors; and the system has a vv33 first integral with an isolated minimum at the origin. The same paper introduces the criterion function

vv34

and states that vv35 is injective if and only if

vv36

In vv37 dimensions, it gives the analogous condition

vv38

for polynomial maps with nowhere vanishing Jacobian determinant (Tian et al., 2020).

A further reinterpretation arises in static billiards. In canonical variables, area preservation corresponds to vv39, but in noncanonical angular coordinates vv40 the Jacobian determinant is generally not identically unity. The paper gives the explicit formula

vv41

and interprets the regions vv42 and vv43 as local phase-space expansion and contraction. The curves vv44 act as deformation boundaries, intersect unstable periodic points, and correlate with invariant manifolds; for period-two orbits the composed map restores exact unit determinant,

vv45

This use of the Jacobian criterion is not an injectivity test but a geometric diagnostic of deformation in conservative dynamics (Fonseca et al., 8 Mar 2026).

Across these contexts, the common mathematical motif is that Jacobian data encode first-order behavior, while the property extracted from that data depends sharply on the ambient category. In some settings the criterion remains local and detects regularity or nonsingularity; in others it becomes global and characterizes invertibility, injectivity, cohomological smoothness, variation in moduli, or exclusion of multistationarity. The resulting phrase “Jacobian criterion” is therefore best understood as a family resemblance: a technical idiom in which derivatives, minors, syzygies, and Jacobian algebras serve as the primary invariants for first-order control.

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