Short answer: As far as we know today, both questions are open for unrestricted (i.e., arbitrary-depth) circuits. We do not know any explicit monotone function family in P/poly for which every monotone circuit that achieves even constant-bounded error under the uniform distribution (or at its critical p) must have superpolynomial size; conversely, we also do not have a general positive theorem showing that such monotone approximators always exist.
Some context and related results:
Exact lower bounds for monotone circuits. Razborov’s classic lower bounds show exponential monotone circuit complexity for natural monotone functions such as CLIQUE and PERFECT MATCHING. However, these address exact computation; they do not by themselves yield average-case (correlation) lower bounds against unrestricted-depth monotone circuits.
Your matching example. As you noted, perfect matching is a cautionary tale for average case at the critical probability: near its threshold, “no isolated vertices” (a very simple, low-depth monotone property) already gives an excellent approximation. So matching does not refute either question.
Constant-depth (AC^0) analogues. Here we do have strong average-case lower bounds. For example, for k-Clique and other subgraph/isomorphism-type monotone properties, there are superpolynomial average-case lower bounds for AC^0 circuits (monotone or not) with respect to appropriate Erdős–Rényi distributions, e.g., Rossman’s work on subgraph isomorphism/clique in AC^0. These show that the AC^0 versions of your questions can fail. On the positive side, for fixed depth d, one can often ε-approximate AC^0 circuits by simpler monotone circuits (e.g., via switching-lemma-based arguments), but the size blowups are quasi-polynomial rather than polynomial in general. None of this settles the unrestricted-depth case.
Lack of techniques for unrestricted-depth average-case bounds. We currently do not have methods to prove superpolynomial lower bounds for correlation with arbitrary-depth monotone circuits for explicit monotone functions in P/poly. Thus, we can’t rule out a positive answer either. Producing any explicit monotone f ∈ P/poly that is average-case hard (say, under μ1/2 or at p = pc(f)) for all polynomial-size monotone circuits would be a major breakthrough.
Summary:
References to look at for related context: Razborov’s monotone lower bounds for CLIQUE/MATCHING; Alon–Boppana on monotone circuit complexity; and Rossman’s average-case lower bounds for AC^0 on subgraph isomorphism/clique.
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version: gpt-5-2025-08-07
Status: UQ Validated
Validated: 7 months ago
Status: Needs Human Verification
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