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Neither of us is*
Us is a plural subject, so I believe are is correct.
think of the positive version of the sentence and it becomes more obvious it should be is:
“Either of us is going”
Or, to further stress the point, turn it into a question:
“Is either of us going?”
The subject is not us, it’s “either of us”, which is singular
