I do more like a ladder stitch. I don't press the fold in my binding before. I find it easier to travel when the fold is not sharply creased. The same when I do a blind stitch in just catching a few threads.
The Connecting Threads tutorial mentioned earlier has a good illustration of the two types of stitches.