While people understand & accept (to varying degree) others being late, the standard fallback is: start on time. If you tell me X starts at Y:30, and I'm not there at Y:30, I'll get the message if you start at Y:30 anyway - and stick to doing so. "Acceptably late" becomes acceptable because people accept it. Don't get mad, just start on time.
