Yeah, not sure how I'm going to name all these caves, anyway, this one is located in the Mysterious Woods, leads to the Mushroom.
In another news, a new Zelda game was announced today, the Spirit Tracks, fan response has been... mixed... I'll wait until I actually play it before passing judgment.