We've been warned the smog of Beijing in May can be bad.

Well, generally speaking, the smog weather condition usually keeps from Jan. to March. So May is not a severe month. Don't worry about this problem so much.
If the weather condition is bad, you can wear masks and reduce outdoor activities. And you should wash your face, mouth and nose many times. Also take enough tissue paper in outdoors.