By the time the doctor had arrived, his heart had stopped beating.

beating 是动词 beat 的现在分词形式。beat 的基本意思是"跳动、敲打"，这里指心脏有规律的跳动。 beating 在句中作为现在分词，表示心脏跳动这个动作的持续状态。