  Graph burning is a model for the spread of social contagion. The burning
number is a graph parameter associated with graph burning that measures the
speed of the spread of contagion in a graph; the lower the burning number, the
faster the contagion spreads. We prove that the corresponding graph decision
problem is \textbf{NP}-complete when restricted to acyclic graphs with maximum
degree three, spider graphs and path-forests. We provide polynomial time
algorithms for finding the burning number of spider graphs and path-forests if
the number of arms and components, respectively, are fixed.
