  Using spectral embedding based on the signless Laplacian, we obtain bounds on
the spectrum of transition matrices on graphs. As a consequence, we bound
return probabilities and the uniform mixing time of simple random walk on
graphs. In addition, spectral embedding is used in this article to bound the
spectrum of graph adjacency matrices. Our method is adapted from [Lyons and
Oveis Gharan, 2017].

Probability