Steve has said in the past that he uses Alene's "Tacky Glue". (from Michael's in my case)
I tried it on some of my recent things and it worked just fine. Just made sure that if I had 'finished' the pieces that I 'roughed' the areas to be glued. Everything seemed to hold just fine...."knocking on wood scraps"!
~~~GB~~~