Direct design of ground-state probabilistic logic using many-body interactions for probabilistic computing.

ABSTRACT: In this work, an innovative design model aimed at enhancing the efficacy of ground-state probabilistic logic with a binary energy landscape (GSPL-BEL) is presented. This model enables the direct conversion of conventional CMOS-based logic circuits into corresponding probabilistic graphical representations based on a given truth table. Compared to the conventional approach of solving the configuration of Ising model-basic probabilistic gates through linear programming, our model directly provides configuration parameters with embedded many-body interactions. For larger-scale probabilistic logic circuits, the GSPL-BEL model can fully utilize the dimensions of many-body interactions, achieving minimal node overhead while ensuring the simplest binary energy landscape and circumventing addition

SUBMITTER: He Y 

PROVIDER: S-EPMC11219996 | biostudies-literature | 2024 Jul

REPOSITORIES: biostudies-literature