Classification of Boolean Cubic Forms in Ten Variables
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The pith
Boolean cubic forms in ten variables over GF(2) fall into exactly 3691560 nonzero orbits under GL(10,2).
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We classify Boolean cubic forms in ten variables up to GL(10,2)-equivalence. The catalog contains all 3691560 nonzero orbits. For every orbit we provide a representative with small monomial count, the stabilizer order, and the alternating rank together with an explicit decomposition. The classification is obtained by rank-stratified enumeration. We verify completeness by the Burnside orbit count and independently by the orbit-stabilizer identity. We also provide a fast, complete GL(10,2)-invariant. By polarization, this gives the first complete classification of alternating trilinear forms in dimension 10 over GF(2).
What carries the argument
Rank-stratified enumeration of orbits under the natural action of GL(10,2) on cubic polynomials over GF(2), cross-checked by Burnside orbit counting and the orbit-stabilizer theorem.
If this is right
- Every nonzero cubic has a representative whose monomial support is minimal within its orbit.
- Stabilizer orders are known for all 3691560 orbits.
- Alternating rank and an explicit decomposition into linear factors are recorded for every orbit.
- Equivalence of any two cubics can be decided by evaluating the supplied invariant.
- Alternating trilinear forms over GF(2) in ten dimensions receive an explicit orbit classification for the first time.
Where Pith is reading between the lines
- The explicit list makes it feasible to test any property of cubic forms that is invariant under linear change of variables by checking only the representatives.
- The same enumeration strategy can be rerun for eleven variables once sufficient computing time becomes available.
- The catalog supplies a concrete database for studying the zero sets or correlation properties of all inequivalent cubics.
Load-bearing premise
The rank-stratified generation procedure together with the Burnside count and the orbit-stabilizer identity together guarantee that every orbit appears exactly once.
What would settle it
Exhibiting any nonzero cubic polynomial in ten variables over GF(2) whose orbit is missing from the catalog, or exhibiting any two distinct representatives in the catalog that become identical after multiplication by a single matrix in GL(10,2), would show the list is incomplete or contains duplicates.
Figures
read the original abstract
We classify Boolean cubic forms in ten variables up to GL(10,2)-equivalence. The catalog contains all 3691560 nonzero orbits. For every orbit we provide a representative with small monomial count, the stabilizer order, and the alternating rank together with an explicit decomposition. The classification is obtained by rank-stratified enumeration. We verify completeness by the Burnside orbit count and independently by the orbit--stabilizer identity. We also provide a fast, complete GL(10,2)-invariant. By polarization, this gives the first complete classification of alternating trilinear forms in dimension 10 over GF(2).
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript classifies all nonzero Boolean cubic forms in ten variables over GF(2) up to GL(10,2)-equivalence. It enumerates 3691560 orbits, supplying for each a representative of small monomial support, the stabilizer order, the alternating rank, and an explicit decomposition. The enumeration proceeds by rank stratification and is verified by an independent Burnside orbit count together with the orbit-stabilizer relation applied to the listed representatives; a fast, complete GL(10,2)-invariant is also given. Polarization yields the first complete classification of alternating trilinear forms in dimension 10 over GF(2).
Significance. If the enumeration and its two independent verifications hold, the result supplies the first exhaustive catalog in dimension 10, together with an explicit invariant and a corollary classification of alternating trilinear forms. The combination of rank-stratified enumeration, Burnside verification, and orbit-stabilizer cross-check constitutes a reproducible computational classification whose reliability is strengthened by the multiple consistency checks.
minor comments (2)
- [Abstract] The abstract states the orbit count but does not indicate the range of alternating ranks or the maximal stabilizer orders appearing in the catalog; a single sentence summarizing these statistics would improve immediate readability.
- [Introduction] Notation for the alternating rank and the explicit decomposition is introduced without a forward reference to the section where the definitions are formalized; a parenthetical pointer would aid navigation.
Simulated Author's Rebuttal
We thank the referee for their positive evaluation and recommendation to accept the manuscript. The report accurately summarizes the main results and verification methods.
Circularity Check
No significant circularity; enumeration independently verified
full rationale
The derivation consists of rank-stratified enumeration of cubic forms over GF(2), cross-checked by the standard Burnside orbit-count formula and the orbit-stabilizer theorem applied to listed representatives. Both verification methods are external group-theoretic identities whose computation does not depend on the enumerated list or any fitted parameters. No self-definitional steps, fitted inputs renamed as predictions, or load-bearing self-citations appear; the explicit invariant and polarization consequence are direct consequences of the classification rather than circular inputs. The work is therefore self-contained.
Axiom & Free-Parameter Ledger
axioms (2)
- standard math GL(10,2) acts on the vector space of cubic forms over GF(2) by linear substitution.
- standard math Burnside's lemma and the orbit-stabilizer theorem correctly count orbits when applied to this action.
Reference graph
Works this paper leans on
-
[1]
Arvind, S
V. Arvind, S. Datta, S. Faris, and A. Khan. Revisiting Tree canonization using polynomials. In2025 Symposium on Simplicity in Algorithms (SOSA), Proceedings, pages 465–472.SocietyforIndustrialandAppliedMathematics, Jan. 2025
2025
-
[2]
Thegeometryoftrilinearforms
M.Aschbacher. Thegeometryoftrilinearforms. InW.M. Kantor, R. A. Liebler, S. E. Payne, and E. E. Shult, ed- itors,Finite Geometries, Buildings, and Related Topics, page 0. Oxford University Press, June 1990
1990
-
[3]
Beullens
W. Beullens. Graph-theoretic algorithms for the alternat- ing trilinear form equivalence problem. In H. Handschuh and A. Lysyanskaya, editors,Advances in Cryptology – CRYPTO 2023, pages 101–126, Cham, 2023. Springer Nature Switzerland
2023
-
[4]
Borovoi, W
M. Borovoi, W. A. de Graaf, and H. V. Lê. Classification of real trivectors in dimension nine.Journal of Algebra, 603:118–163, Aug. 2022
2022
-
[5]
Brier and P
E. Brier and P. Langevin. Classification of Boolean cubic forms of nine variables. InProceedings 2003 IEEE In- formation Theory Workshop (Cat. No.03EX674), pages 179–182, Mar. 2003
2003
-
[6]
A. M. Cohen and A. G. Helminck. Trilinear alternating forms on a vector space of dimension 7.Communications in Algebra, 16(1):1–25, Jan. 1988
1988
-
[7]
Dougherty, R
R. Dougherty, R. D. Mauldin, and M. Tiefenbruck. The covering radius of the reed–muller codeRM(m−4, m) inRM(m−3, m).IEEE Transactions on Information Theory, 68(1):560–571, 2022
2022
-
[8]
Draisma and R
J. Draisma and R. Shaw. Singular lines of trilinear forms.Linear Algebra and its Applications, 433(3):690– 697, Sept. 2010
2010
-
[9]
J. Gao, H. Kan, Y. Li, and Q. Wang. The covering ra- dius of the third-order reed-muller codeRM(3,7)is 20. IEEE Transactions on Information Theory, 69(6):3663– 3673, 2023
2023
-
[10]
Gillot and P
V. Gillot and P. Langevin. Classification of some cosets of the reed–muller code.Cryptography and Communica- tions, 15:1129–1137, 2023
2023
-
[11]
C. J. Hillar and L.-H. Lim. Most Tensor Problems Are NP-Hard.Journal of the ACM, 60(6):1–39, Nov. 2013
2013
-
[12]
Hora and P
J. Hora and P. Pudlák. Classification of 8-Dimensional Trilinear Alternating Forms over GF(2).Communica- tions in Algebra, 43(8):3459–3471, Aug. 2015
2015
-
[13]
Hora and P
J. Hora and P. Pudlák. Classification of 9-dimensional trilinear alternating forms over GF(2).Finite Fields and Their Applications, 70:101788, Feb. 2021
2021
-
[14]
X.-d. Hou. Gl(m, 2) acting onR(r, m)/R(r−1, m).Dis- crete Mathematics, 149(1):99–122, Feb. 1996
1996
-
[15]
Kauers and J
M. Kauers and J. Moosbauer. Flip graphs for matrix mul- tiplication. InProceedings of the 2023 International Sym- posium on Symbolic and Algebraic Computation, pages 381–388, Tromsø Norway, July 2023. ACM
2023
-
[16]
Khoruzhii, P
K. Khoruzhii, P. Gelß, and S. Pokutta. BCF10: Boolean cubic forms in ten variables, 2026. 7
2026
-
[17]
Khoruzhii, P
K. Khoruzhii, P. Gelß, and S. Pokutta. Faster Al- gorithms for Structured Matrix Multiplication via Flip Graph Search, Nov. 2025
2025
-
[18]
Khoruzhii, P
K. Khoruzhii, P. Gelß, and S. Pokutta. Tensor Decom- position for Non-Clifford Gate Minimization, Feb. 2026
2026
-
[19]
Markov and Y
M. Markov and Y. Borissov. The weight distribution of the fourth-order Reed–Muller code of length 512.De- signs, Codes and Cryptography, 93(7):2487–2502, July 2025
2025
-
[20]
B. D. Mckay and A. Piperno. Practical graph isomor- phism, II.J. Symb. Comput., 60:94–112, Jan. 2014
2014
-
[21]
Midoune and L
N. Midoune and L. Noui. Trilinear alternating forms on a vector space of dimension 8 over a finite field.Linear and Multilinear Algebra, 61(1):15–21, Jan. 2013
2013
-
[22]
L. Noui. Transvecteur de rang 8 sur un corps algébrique- ment clos.Comptes Rendus de l’Académie des Sciences - Series I - Mathematics, 324(6):611–614, Mar. 1997
1997
-
[23]
E. A. O’Brien and P. Vojtěchovský. Code loops in dimen- sion at most 8.Journal of Algebra, 473:607–626, Mar. 2017
2017
-
[24]
D. V. Sarwate.Weight Enumeration of Reed–Muller Codes and Cosets. PhD thesis, Princeton University, Sept. 1973
1973
-
[25]
Sugita, T
T. Sugita, T. Kasami, and T. Fujiwara. The weight distri- bution of the third-order Reed-Muller code of length 512. IEEE Transactions on Information Theory, 42(5):1622– 1625, Sept. 1996
1996
-
[26]
Testa, M
E. Testa, M. Soeken, H. Riener, L. Amaru, and G. D. Micheli. A Logic Synthesis Toolbox for Reducing the Multiplicative Complexity in Logic Networks. In2020 Design, Automation & Test in Europe Conference & Ex- hibition (DATE), pages 568–573, Mar. 2020
2020
-
[27]
E. B. Vinberg and A. G. Èlašvili. A classification of the three-vectors of nine-dimensional space.Trudy Sem. Vek- tor. Tenzor. Anal, 18:197–233, 1978
1978
-
[28]
B. Y. Weisfeiler and A. A. Leman. The reduction of a graph to canonical form and the algebra which appears therein.Nauchno-Technicheskaya Informatsia, pages 12– 16, 1968. 8
1968
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