Is it copyright infringement to use the same name for a song?

Both John Mellencamp and The Runaways have a song named Cherry Bomb. Other than that name there's no relationship between them. The lyrics are completely different, ditto for the tune. Did one have to get permission to create a different song of the same name?

Is it copyright infringement to use the same name for a song?
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