TITLE: When do two matrices have the same exponential?
QUESTION [20 upvotes]: Let $A$ and $B$ be $n\times n$ hermitean matrices.
When do we have $e^{iA}=e^{iB}$?
Can we somehow classify those pairs of matrices that have the same exponential?
Here are some observations that I made:

If $A$ and $B$ commute, then the condition is satisfied if and only if the spectrum of $A-B$ is contained in $2\pi\mathbb Z$. (Both directions can fail if $A$ and $B$ don't commute, as the following two points show.)
The condition $e^{iA}=e^{iB}$ can also be satisfied if $A$ and $B$ do not commute.
Take, for example, $A=2\pi\begin{pmatrix}1&0\\0&-1\end{pmatrix}$ and $B=2\pi\begin{pmatrix}0&1\\1&0\end{pmatrix}$.
They do not commute but $e^{iA}=e^{iB}=I$.
The spectrum of their difference is not in $2\pi\mathbb Z$.
If $A=\sqrt2\pi\begin{pmatrix}1&0\\0&-1\end{pmatrix}$ and $B=\sqrt2\pi\begin{pmatrix}0&1\\1&0\end{pmatrix}$, then the eigenvalues of $A-B$ are $\pm2\pi$ but $e^{iA}\neq e^{iB}$.
The exponential map is not a homomorphism so finding the kernel is not enough; cf. the Baker–Campbell–Hausdorff formula.
Having the same exponential is an equivalence relation.

REPLY [7 votes]: Here is a rather cheap answer to this question. Let $E_\lambda$ denote the eigenspace of $\lambda \in \mathrm{spec}(A)$.  Let $F_\lambda$ denote the eigenspace of $\lambda \in \mathrm{spec}(B)$. Then $\exp(iA) =\exp(iB)$ if and only if, for every $\lambda_0 \in \mathbb{R}$, we have
$$\bigoplus_{\lambda \in \mathrm{spec}(A) \cap (\lambda_0 + 2 \pi \mathbb{Z})} E_\lambda = \bigoplus_{\lambda \in \mathrm{spec}(B) \cap (\lambda_0 + 2 \pi \mathbb{Z})} F_\lambda.$$
Roughly speaking, the condition is that $A$ and $B$ should have the same eigenspaces, after identifying the eigenvalues whose exponentials are equal.