Circuit Depth Reductions

11/12/2018
by   Alexander Golovnev, et al.
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The best known circuit lower bounds against unrestricted circuits remained around 3n for several decades. Moreover, the only known technique for proving lower bounds in this model, gate elimination, is inherently limited to proving lower bounds of less than 5n. In this work, we suggest a first non-gate-elimination approach for obtaining circuit lower bounds. Namely, we prove that every (unbounded-depth) circuit of size s can be expressed as an OR of 2^s/3.9 16-CNFs. While this structural result does not immediately lead to new lower bounds, it suggests a new avenue of attack on them. Our result complements the classical depth reduction result of Valiant which asserts that logarithmic-depth circuits of linear size can be computed by an OR of 2^ε n n^δ-CNFs. It is known that no such graph-theoretic reduction can work for circuits of super-logarithmic depth. We overcome this limitation (for small circuits) by taking into account both the graph-theoretic and functional properties of circuits. We show that qualitative improvements of the following pseudorandom constructions imply qualitative (from 3n to ω(n)) improvement of size lower bounds for log-depth circuits via Valiant's reduction: dispersers for varieties, correlation with constant degree polynomials, matrix rigidity, and hardness for depth-3 circuits with constant bottom fan-in. On the other hand, now even modest quantitative improvements of the known constructions give elementary proofs of quantitatively stronger circuit lower bounds (3.9n instead of 3n).

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