Chandragupta I initiated the Gupta Empire around 320 CE by marrying a Licchavi princess, thereby bolstering his political alliances. His rule laid the groundwork for the successors, Samudragupta and Chandragupta II, who would further expand the empire and enhance its cultural foundations.