Dynamic graphs are graph structures that change over time, reflecting the evolving nature of relationships and interactions in complex systems. They are crucial for modeling and analyzing temporal networks, such as social networks, communication networks, and biological networks, where nodes and edges can appear, disappear, or change attributes.