Get a copy of Time Out.

There are plenty of bars open past 11pm in London.

In central London Westminster council keeps tight conrol over opening hours as there's a lot of residents in the area. If you're a visitor then do some research on places to go beforehand rather than visiting places randomly -- you'll have a much better time.