Lori,
We just added this capability in the March release and I can confirm that it works. Please make sure you create (not clone) a new video asset in order to use the &autoplay=1 argument. My configuration is shown below -
Here is the LP with the video that autoplays - http://na-qe.marketo.com/lp/socialoct/Raj_social_TarzanVideoLP.html