Formerly of Kimchee Records, there's a little information, although it's a little out of date, here.
In a nutshell:
"Victory at Sea make sound that is as morose as it is beautiful, as stunning as it is depressive. Mining deep psychic strata, the trio skillfully expose raw nerve to dim light, knowing when to musically tiptoe into trauma as well as how to break through with sonic ferocity."
The band's fifth album, 2006's All Your Things Are Gone, is out through Gern Blandsten. Click here for more details.