This paper gives a mathematical proof that the “tenfold way” — the standard classification of non‑interacting fermion systems into ten symmetry classes — remains valid when small interactions are added. The authors build concrete links between two kinds of objects: the spaces of time evolution operators that arise from free fermion Hamiltonians, and the topological K‑theory spectra known as KU (complex K‑theory) and KO (real K‑theory). KU and KO are the mathematical gadgets whose groups are used to label topological phases such as the periodic table of topological insulators and superconductors.

To make that link explicit, the paper models fermion systems using the standard finite‑dimensional Nambu (particle–hole) and Fock space constructions. Free fermion Hamiltonians act on those spaces and their exponentials give time evolution operators. The authors show how the family of such time evolution operators, including symmetries, forms the sequence of spaces that define the KU and KO spectra. They give explicit formulas for the “suspension maps” that connect levels of these spectra. (A suspension map is a technical device that relates one level of a spectrum to the next; here the authors relate it to classical Cartan embeddings and to Bott periodicity, a central fact in K‑theory.)

Next they introduce a geometric notion of weakly interacting time evolution operators. Roughly, they view the full space of interacting operators and single out those that lie outside the cut locus of the submanifold formed by the free operators. The cut locus is a closed geometric set; excluding it gives a condition that is stable under small perturbations, which matches the intuition of “weak” interactions. From these weakly interacting operators the authors build spectra KU^{wi} and KO^{wi} and prove these spectra deformation retract onto the free spectra KU and KO. A deformation retraction is a continuous shrinking of one space onto a subspace that preserves topological features, so KU^{wi} and KO^{wi} represent the same cohomology theories as KU and KO.