園遊会 ('garden party') is a formal outdoor gathering — famously associated with the Imperial Garden Party held twice a year by the Emperor. 行う ('to hold [an event], to conduct') is a formal verb for carrying out events. The passive 行われる makes 園遊会 the subject: 'is held.'