Maybe a reminder at breakfast/ lunch would help? Even a printed note at their place at the table so they'll take it with them and see it in their room throughout the day before the time of the event....

I do a quarterly newsletter and include an intro from me; Information & News (like staff leaving or works around the place); Outings & Events with photos and a short piece written by participating res...