In section 2.3 of RDF Stream Abstract Syntax and Semantics timestamped graphs are defined. The first part of the definition begins:
A timestamped graph is defined as an RDF Dataset [...]
But referring to an RDF dataset as a graph seems to be a bit of a misnomer. I suggest that timstamped graph is instead replaced by timestamped dataset.