Theorem: The inverse of a (non-singular) totally unimodular matrix is totally unimodular.
The proof will use the following lemmas.
Lemma 1: Permuting rows and columns preserves total unimodularity.
Lemma 2: Matrix A is totally unimodular if and only if the matrix [AI] is totally unimodular (where I is the identity matrix of the appropriate size).
The slides provided as a support material for my course say that:
Given A $\in M_{m x n}$
such affermations are equivalent
$A$ is TU
$[A, I]$ is TU
$A^T$ is TU
$[A, -A]$ is TU
$-A$ is TU
$\begin{bmatrix} A\\ I \end{bmatrix}$ is TU
$[A, A]$ is TU
$\begin{bmatrix} A\\ -I \end{bmatrix}$ is TU
Based on such assumption, is it correct to assume that matrix A is totally unimodular if and only if the matrix [A -I] is totally unimodular (where I is the identity matrix of the appropriate size).
If $[A, -I]$ is totally unimodular then also $A$.
Conversely, let $A$ be totally unimodular. Let $B$ be a square sub-matrix of $[A, -I]$. We do a proof by induction of the size of the sub-matrix. If $B$ is $1\times 1$ then $B=\{\pm1,0\}$. Now assume that the determinant of all sub-matrices of size strictly less than $k$ are in $\{\pm1,0\}$. Let $B$ be of size $k\times k$. Let $(b_1\dots b_k)$ denote the columns of of $B$. If one such column is zero, then $\det B=0$. If one of these $b_i$ is non-zero, and this $b_i$ is a column of $I$ then $b_i$ is a unit vector. We can develop the determinant of $B$ with respect column $i$ and have to compute the determinant of a submatrix of size $k-1$. By induction assumption this is in $\{\pm 1,0\}$, so is the determinant of $B$.