I've tried several times, based on some enthusiastic encouragement here. I don't think I've got a particularly tough beard, but without the heat from a shower or a warm wet towel, I just get too much tugging. It's like trying to shave with a really dull blade.
What kind of prep are people doing to get satisfactory cold water shaves?