Their attitude towards us really depends on what their evolutionary pressures were. If resources were/are plentiful, they might have a less aggressive nature and simply wish to meet us.
Otherwise, we might be on the chopping block.

As for us. I imagine a decent portion of humanity would immediately default to rampant xenophobia or weirdly sexual obsession.