English

Neural codes via homological invariants of polarized neural ideals

Commutative Algebra 2026-02-20 v1 Combinatorics

Abstract

For a neural code CF2n\mathcal{C}\subseteq\mathbb{F}_2^n, polarizing the canonical form generators of the neural ideal JCJ_{\mathcal{C}} yields a squarefree monomial ideal P(JC)k[x1,,xn,y1,,yn]\mathcal{P}(J_{\mathcal{C}})\subset k[x_1,\dots,x_n,y_1,\dots,y_n], the polarized neural ideal, and an associated simplicial complex ΔC\Delta_{\mathcal{C}}, the polar complex. We study the graded invariants pd(P(JC))\operatorname{pd}(\mathcal{P}(J_{\mathcal{C}})) and reg(P(JC))\operatorname{reg}(\mathcal{P}(J_{\mathcal{C}})) via the topology of ΔC\Delta_{\mathcal{C}}, showing that simple geometric features of the Hamming cube F2n\mathbb{F}_2^n (with Hamming distance) organize their extremal behavior. We prove reg(P(JC))2n1\operatorname{reg}(\mathcal{P}(J_{\mathcal{C}}))\le 2n-1, with equality precisely when C\mathcal{C} is obtained from F2n\mathbb{F}_2^n by deleting an antipodal pair. Using connectedness properties of induced subcomplexes of ΔC\Delta_{\mathcal{C}}, we obtain pd(P(JC))2n3\operatorname{pd}(\mathcal{P}(J_{\mathcal{C}}))\le 2n-3, and we give an explicit family of codes attaining equality, each consisting of antipodal pairs. At the opposite end, we identify the cube geometry behind the smallest values: reg(P(JC))=1\operatorname{reg}(\mathcal{P}(J_{\mathcal{C}}))=1 forces C\mathcal{C} to be a coordinate subcube of F2n\mathbb{F}_2^n, while pd(P(JC))=0\operatorname{pd}(\mathcal{P}(J_{\mathcal{C}}))=0 forces C\mathcal{C} to be the complement of one. Finally, we construct families realizing large regions of the (pd,reg)(\operatorname{pd},\operatorname{reg})-plot for fixed nn.

Keywords

Cite

@article{arxiv.2602.16993,
  title  = {Neural codes via homological invariants of polarized neural ideals},
  author = {Selvi Kara and Ellie Lew},
  journal= {arXiv preprint arXiv:2602.16993},
  year   = {2026}
}

Comments

29 pages, 4 figures