How to forget all linux packages in the “New Packages” section in aptitude

Press “f” (for “forget”) and then type “~n linux” in the search field. “~” means that what follows is a search pattern “n” means “search the package name” and “linux” is the substring to search for in the package name.

More docu about aptitude search pattern here.