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Extending that XOR Trick to Billions of Rows - an Introduction to Invertible Bloom Filters

Jul 3, 2025 Can we extend the XOR trick for finding one or two missing numbers in a list to finding thousands of missing IDs in a billion-row table?Yes, we can! This is possible using a data structure called an Invertible Bloom Filter (IBF) that compares two sets with space complexity based only on the size of the difference. Using a generalization of the XOR trick [1], all the values that are identical cancel out, so the size of this data structure depends only on the size of the difference.Mos...

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