From what I've read, the dividends of bond ETFs (like HYG or JNK) are taxed at the ordinary income tax rate (up to 39.6%).

Is this tax withheld before the dividend is paid out to the investor? Or is the tax paid by the investor later on?

(I've been looking for this answer online, so citing a source would be great if at all possible.)