The Scorpio Races by Maggie Stiefvater

http://www.denisedrespling.com/book-review-the-scorpio-races-by-maggie-stiefvater/
It happens at the start of every November: the Scorpio Races. Riders attempt to keep hold of their water horses long enough to make it to the finish line. Some riders live. Others die.