Hi,
Singleton means that you only have one of the two reads which is aligned on the reference genome. The other one is not aligned.
In the Fig4 of the paper, the singletons are part of 'invalid pairs', together with dangling-end, self ligation and dumped pairs.
Hope it helps
N