Is there a general way to convert bit strings that are similar by hamming distance into a scalar value? Is that what they’re talking about with having a random

Is there a general way to convert bit strings that are similar by hamming distance into a scalar value? Is that what they’re talking about with having a randomly connected network that sums its inputs and keeps the top 5%?