Ideas:
Ensure a senior person is attending: this will encourage more juniors to see it is important
Offer refreshments .. surprising how a cup of tea and a cake will up your attendance
Try to get a venue that is as far as possible convenient to most attendees
Pick a good time: just after lunch is a good one