Implications
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How would any time travelers have known about his party? Did he advertise it? Or did he assume he would invent the time machine? Maybe time travelers just went to a much cooler party where there were drugs and people other than Stephen Hawking.
He publicised the invite after he hosted it
Time travelers were fashionably late by 2 decades. They thought they had time.