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On the Minimum Depth of Circuits with Linear Number of Wires Encoding Good Codes

Published 1 Feb 2024 in cs.CC, cs.IT, and math.IT | (2402.00378v1)

Abstract: Let Sd(n)S_d(n) denote the minimum number of wires of a depth-dd (unbounded fan-in) circuit encoding an error-correcting code C:0,1<sup>n</sup>→0,1<sup>32nC:{0, 1}<sup>n</sup> \to {0, 1}<sup>{32n} with distance at least $4n$. G\'{a}l, Hansen, Kouck\'{y}, Pudl\'{a}k, and Viola [IEEE Trans. Inform. Theory 59(10), 2013] proved that Sd(n)=Θd(λd(n)⋅n)S_d(n) = \Theta_d(\lambda_d(n)\cdot n) for any fixed d≥3d \ge 3. By improving their construction and analysis, we prove Sd(n)=O(λd(n)⋅n)S_d(n)= O(\lambda_d(n)\cdot n). Letting d=α(n)d = \alpha(n), a version of the inverse Ackermann function, we obtain circuits of linear size. This depth α(n)\alpha(n) is the minimum possible to within an additive constant 2; we credit the nearly-matching depth lower bound to G\'{a}l et al., since it directly follows their method (although not explicitly claimed or fully verified in that work), and is obtained by making some constants explicit in a graph-theoretic lemma of Pudl\'{a}k [Combinatorica, 14(2), 1994], extending it to super-constant depths. We also study a subclass of MDS codes C:F<sup>n</sup>→F<sup>mC: \mathbb{F}<sup>n</sup> \to \mathbb{F}<sup>m characterized by the Hamming-distance relation dist(C(x),C(y))≥m−dist(x,y)+1\mathrm{dist}(C(x), C(y)) \ge m - \mathrm{dist}(x, y) + 1 for any distinct x,y∈F<sup>nx, y \in \mathbb{F}<sup>n. (For linear codes this is equivalent to the generator matrix being totally invertible.) We call these superconcentrator-induced codes, and we show their tight connection with superconcentrators. Specifically, we observe that any linear or nonlinear circuit encoding a superconcentrator-induced code must be a superconcentrator graph, and any superconcentrator graph can be converted to a linear circuit, over a sufficiently large field (exponential in the size of the graph), encoding a superconcentrator-induced code.

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