Promotion of Probabilistic Bit Generation in Mott Devices by Embedded Metal Nanoparticles.

Seo, Yewon; Park, Yunkyu; Hur, Pyeongkang; Jo, Minguk; Heo, Jaeyeong; Choi, Byung Joon; Son, Junwoo · Adv Mater · 2024

basic_science · Level V

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Abstract

Considerable attention has been drawn to the use of volatile two-terminal devices relying on the Mott transition for the stochastic generation of probabilistic bits (p-bits) in emerging probabilistic computing. To improve randomness and endurance of bit streams provided by these devices, delicate control of the transient evolution of switchable domains is required to enhance stochastic p-bit generation. Herein, it is demonstrated that the randomness of p-bit streams generated via the consecutive pulse inputs of pump-probe protocols can be increased by the deliberate incorporation of metal nanoparticles (NPs), which influence the transient dynamics of the nanoscale metallic phase in VO<sub>2</sub> Mott switches. Among the vertically stacked Pt-NP-containing VO<sub>2</sub> threshold switches, those with higher Pt NP density show a considerably wider range of p-bit operation (e.g., up to ≈300% increase in ΔV<sub>probe</sub> upon going from (Pt NP/VO<sub>2</sub>)<sub>0</sub> to (Pt NP/VO<sub>2</sub>)<sub>11</sub>) and can therefore be operated under the conditions of high speed (400 kbit s<sup>-1</sup>), low power consumption (14 nJ per bit), and high stability (>105 200 bits) for p-bit generation. Thus, the study presents a novel strategy that exploits nanoscale phase control to maximize the generation of nondeterministic information sources for energy-efficient probabilistic computing hardware.