Do single site plugins always work on multisite wordpress?

Do single site plugins always work on multisite wordpress?
I noticed in WPMUDEV plugin list that multisite plugins don't work on single site wordpress, but it appears that single site plugins will work on multisite wordpress?
Is that always the case?