TITLE: Hashimoto Matrix (Non-backtracking operator) and the Graph Laplacian
QUESTION [6 upvotes]: The question is: how can we recover the graph Laplacian or its spectrum from the Hashimoto Matrix (also commonly called the Non-backtracking operator)?
To make the question as self-contained as possible, here I give the main definitions:
Let $W$ be a given symmetric adjacency matrix of graph $G = (V,E)$.
Let $D$ be a diagonal matrix such that $D_{ii} = d_i$, 
where $d_i$ is the degree of vertex $i$, i.e. $d_i = \sum_i^n w_{ij}$ 
Then, 

The Laplacian matrix $L$ is defined as 
$$ L=D-W $$
The Hashimoto matrix $B$ is defined as 
$$
B_{(i \rightarrow j), (k \rightarrow l)} = 
\begin{cases} 
   1 & j=k \text{ and } i\neq l \\
   0 & \text{ otherwise }
\end{cases}
$$
Observation: See that the Hashimoto Matrix is a kind of directed linear graph of $G$.

Is there an operator such that we can recover $L$ from $B$, i.e. an operator $\mathcal{M}$ such that $\mathcal{M}(B) = L$?
Is there any relation between the spectrum of $B$ and $L$?
Answers with references are highly appreciated.

REPLY [2 votes]: Is there any relation between the spectrum of B and L?

One can say some things, but it follows from computations on small graphs that one spectrum does not determine the other.  For instance, compare Tables 2.1 and 5.1 in my paper with C. Durfee.  The T column in the first table counts graphs of order n not determined by their Hashimoto spectrum, and the L column in the latter table does the same for the Laplacian.
In this paper, we talk about some properties the Hashimoto spectrum determines.  Since it determines the Ihara zeta function, it at least determines some mild things about the signed Laplacian $|L|$, e.g., the product of the eigenvalues of $|L|$.  See Sec 2.1.