Weird thing is that Firefox isn't doing anything when I click on that, either at from the site or from here. I had to fire up WGet, which showed me that the request gets bounced to a cached copy located at a different URL:

http://arxiv.org/PS_cache/arxiv/pdf/1110/1110.1556v1.pdf