The threat that your rival might not refrain from pushing the boundaries of weaponry and gain an advantage over you has always lead to an arms race; it's human nature.
I don't know that any of the major powers could truly sufficiently trust the others enough not to pursue this, especially if one has a head start and doesn't fear the others.