It's hard to say, one famous jam I know is hosted by people who is already known/famous before : Mark Brown with his GMTK series.
Alternatively, some jams are known because they are held regularly such as Kenneys, Vim Jam, Metroidvania, Brackeys and of course Ludum Dare. I wasn't aware any of those until I noticed they are regularly held every year (at least once).