Leonardo DiCaprio threw another birthday party in Sydney with 80 women on the guest list and some of his famous buddies.

"J.Edgar's" lead actor held the party in Kings Cross' Beach Haus. The nightclub was closed to the public and a long queue of women was waiting outside to enter Leo's party.

Some of the invited guests are Australia's Next Top Model contestants like Tahnee Atkinson, Lola Van Vorst, Rebecca Jobson and - one of Leo's known Down Under conquests - Alyce Crawford, all dancing away to a playlist of R&B tunes and gangster rap.

Leonardo DiCaprio turned 37 Nov. 11 and celebrated his birthday in the U.S.. The actor hosted a private soiree Sunday night in New York, which will benefit his charity foundation. DiCaprio did not enjoy much of the city, as he's headed back to Australia the next day to continue shooting the film "The Great Gatsby."

DiCaprio puffed on cigars and cigarettes throughout the night - something that usually carries a $110 infringement notice - and had his Hollywood wing men - "Inception" star Lukas Haas and former "My Name Is Earl" comic Ethan Suplee - by his side.

"Great Gatsby" co-star Tobey Maguire was seen looking a bit blase in the cordoned-off dancefloor area, standing atop a lounge drinking sparkling water around 2:30 a.m.

The shindig carried on for almost two hours from there, at which point some of the hot young things were invited back to hotel rooms at The Star casino.

Before the party DiCaprio, Suplee, Haas and a few others were spotted at new Cross eatery Barrio Chino before heading across the road for some hair of the dog at the club.

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