For cryptographic hash functions used in your organization, which attack specifically leverages probability theory (the birthday paradox) to deliberately generate two different inputs that produce the same hash value output?
A birthday attack uses the mathematics of the birthday paradox to make finding two distinct inputs with the same hash output far easier than a brute-force pre-image search. Because the work factor is roughly 2^(nā2) for an n-bit hash, attackers can create collisions more efficiently than trying to match a specific target hash, which characterizes a pre-image attack. Replay and downgrade attacks do not rely on collisions, and the generic term "collision attack" lacks the explicit probabilistic method referenced in the question.
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What is the birthday paradox and how does it relate to a birthday attack?
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What is the difference between a birthday attack and a collision attack?
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How do hash functions defend against birthday or collision attacks?