The opposite of labile is stabile. Probably a more common context for these words to occur is medicine, or more broadly toxicology, where you might have heard:

The opposite of labile is stabile. Probably a more common context for these words to occur is medicine, or more broadly toxicology, where you might have heard: Heat labile vs heat stabile