to accept something to be true without question or proof[+ (that)] I assumed (that) you knew each other because you went to the same school.
Let's assume (that) they're coming and make plans on that basis.
[+ to infinitive] We can't assume the suspects to be guilty simply because they've decided to remain silent.
We mustn't assume the suspects' guilt.