Sorry, please ignore my last comment. I enabled auto-login for my user in Gnome and didn't need the mentioned workaround. When I disable auto- login I can still reproduce this bug.
Tianming Xie, are we affected by the same bug? I don't want to reassign the report to PulseAudio since I'm not the original reporter.