Answer: Are
This is basic language skills, in a sentence where your ending off with boy-“S” you wouldn’t use the wrong pronunciation with “is” so saying the sentence
“each of the boys are hoping for a change to play” sounds more natural then if you were to say “each of the boys is hoping for a chance to play”