Hi,
You should be okay to just use standard plaster.
As you said, clean it up first. Because of the type of wall.. I would mix PVA glue with water (about 5 parts water to 1 part glue). Mix well and then 'paint' this onto the bits you'll be plastering. This will make sure the concrete doesn't...