You can edit the links' information when viewing the linkup as a host 



(clicking on the big eye on the linkup thumbnail on your dashboard or making sure you are logged in when viewing the linkup on your blog).


From there, you can click the edit link icon to edit it:



You can add or remove links, no matter if the party is open or closed.

from there, you can click the edit link icon to edit it: