Bloom filters for example can serve as a filter: to work only on 50% of the data to effectively speed up your calculations by 100%.
If 50% of your misses are bloom filtered away, you got rid of 50% of your lookups to storage.
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In fact, most cryptography only works off of probability. Not only keys or RNG, but also on routine algorithms like finding a prime number.