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Intelligent systems. Theory and applications, 2021, Volume 25, Issue 5, Pages 55–74
(Mi ista326)
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The complexity of multilayer $d$-dimensional circuits
T. Sitdikova, G. V. Kalachevb a Google LLC
b Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Problems of Theorecical Cybernetics Lab
Abstract:
In this paper we research a model of multilayer circuits with a single logical layer. We consider $\lambda$-separable graphs as a support for circuits. We establish the Shannon function lower bound $\max ( \frac{2^n}{n}, \frac{2^n (1 - \lambda)}{\log k})$ for this type of circuits where k is the number of layers. For d-dimensional graphs, which are $\lambda$-separable for $\lambda = \frac{d-1}{d}$, this gives the Shannon function lower bound $\frac{2^n}{\min(n, d \log k)}$. For multidimensional rectangular circuits the proved lower bound asymptotically matches to the upper bound.
Keywords:
multilayer circuits, multidimensional circuits, Shannon function asymptotics, circuit complexity, graph separators.
Citation:
T. Sitdikov, G. V. Kalachev, “The complexity of multilayer $d$-dimensional circuits”, Intelligent systems. Theory and applications, 25:5 (2021), 55–74
Linking options:
https://www.mathnet.ru/eng/ista326 https://www.mathnet.ru/eng/ista/v25/i5/p55
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Statistics & downloads: |
Abstract page: | 56 | Full-text PDF : | 20 | References: | 18 |
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