It appears to be stock Vanilla Mame. It's the version that I can pull down via the Software Center.
Mame .139.
I'm going to try AdvanceMame and see if it's better. I got the "static" to be stable. But, there is a serious issue with the sound. It's really staticy. It isn't as much with video files, but it's still there. When you pause a video that's playing, the "static" persists for a few seconds, almost like it's being queued somewhere. The same seems to happen with Mame, also. Not sure about the other emulators, yet.
At first I thought it was because I was playing the sound via the HDMI thru the TV, but it does the same thing via the speaker jack, using headphones. I'm confident that it would do it using regular speakers, also.