When all else fails, just pretend you're sick.
This is a classic, tried-and-true method. It's like a safety net for when your actual meeting attendance is in danger of being called into question.
You just have to be careful not to overdo it. One too many "oh, I'm so sorry" and you'll start to sound like a broken record.