Oh there are a variety of things you can use:
People have already mentioned eyelash glue, you can use spirit gum, you can use medical adhesive.
But don't use anything cyano-acrylates (super glue, Krazy glue, nail glue), this will surely burn your skin and cause eye irritation from the fumes emitted.