I think this really depends on wht kind of neuroscience you're interested in. While Columbia and UCSF rank highly in cellular and molecular neuroscience, they are not really well known for cognitive neuroscience. UCSD is a well-rounded program, as is UCLA, Harvard/MIT, WashU, Pittsburgh and UPenn.