Definitely in the spring. If you prune now the dormant buds down the stems will be encouraged to start into growth by any spell of mild weather, and a sharp frost could then kill them back.
I tried autumn pruning by way of experiment some years ago, and found many of the bushes got killed back virtually to ground level.