With a remote distributor the subscription can be configured as either push or pull. For high availability of replication you wouldn't want the publisher acting as its own distributor.

Whether you have a push or pull subscription the distribution agent will not recognize the failed over subscription mirror. You would have to setup replication for the new subscriber but you could use the initialize from lsn option rather than creating a new snapshot or restoring from backup.