Which WebDriver implementation claims to be the fastest?

The fastest implementation of WebDriver is the HTMLUnitDriver. It is because the HTMLUnitDriver does not execute tests in the browser and also called as a Headless browser.

It executes without a graphical user interface and gives a fast lightweight way to automate high-level user actions indulge in testing.