I prefer to use foam tape in a couple of different thicknesses, (I have some that is very thin) but if you're using glue you probably need a silicone one. There's a tutorial onsite where she mentions a particular glue, Olba.
3D Paper Piecing Tutorial - Splitcoaststampers
I don't know if Pinflair glue is available in the US, it's similar.
Pinflair Glue Gel Kit
I've only used regular silicone glue, but between the smell and a longer drying time I'm not a fan of it.