From a legal standpoint: who would be at fault?

Whenever anyone gets killed in the commission of a gun crime, even by accident, the person with the gun is guilty of 1st degree murder. Even if the gun went off during a struggle. That's why a lot of armed robbers don't have a loaded gun.