Derandomization Conjecture
Canonical statement
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\[
P=BPP,
\]
where \(P\) is deterministic polynomial time and \(BPP\) consists of
languages decided by probabilistic
polynomial-time Turing machines that give the correct answer with
probability at least \(2/3\) on every input.Notes
The conjecture asserts that randomness adds no essential power to feasible computation: , the class of languages decided by probabilistic polynomial-time machines that answer correctly with probability at least on every input, equals . Probabilistic polynomial-time computation was introduced by Gill in 1977 [Gill1977Probabilistic], and the derandomization form of the question took shape over the following decade as randomized algorithms proliferated.
The evidence for equality is largely conditional. The hardness-versus-randomness paradigm converts circuit lower bounds into pseudorandom generators strong enough to derandomize ; in particular, Impagliazzo and Wigderson proved that if some language in requires circuits of size , then [ImpagliazzoWigderson1997]. Unconditionally, is known to lie low in the polynomial hierarchy, inside , but no deterministic simulation of with only polynomial overhead has been established without unproven hypotheses [AroraBarak2009].
The conjecture is open. The known route to a proof runs through strong circuit lower bounds, themselves a central open frontier, so derandomization and hardness are now understood to be tightly linked.
References (3)
- [Gill1977Probabilistic]
Computational complexity of probabilistic Turing machines
Open ↗John Gill · 1977 · misc
- [ImpagliazzoWigderson1997]
P=BPP if E requires exponential circuits
Open ↗Russell Impagliazzo and Avi Wigderson · 1997 · misc
- [AroraBarak2009]
Computational Complexity: A Modern Approach
Open ↗Sanjeev Arora and Boaz Barak · 2009 · misc
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