A situation where one might choose to use a cuckoo filter over a Bloom filter is when deletions from the filter are required, and the false positive rate needs to be controlled. Cuckoo filters support deletions, which means it's possible to remove an element from the set without having to rebuild the entire filter. Cuckoo filters also have a more controlled false positive rate compared to Bloom filters.
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