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Published on: August 2, 2019
Superior probabilistic computing using operationally stable probabilistic-bit constructed by a manganite nanowire
Yadi Wang1,2, Bin Chen1,2, Wenping Gao1,2
1State Key Laboratory of Surface Physics and Institute for Nanoelectronic Devices and Quantum Computing, Fudan University, Shanghai 200433, China.
Abstract:
Probabilistic computing has emerged as a viable approach to treat optimization problems. To achieve superior computing performance, the key aspect during computation is massive sampling and tuning on the probability states of each probabilistic bit (p-bit), demanding its high stability under extensive operations. Here, we demonstrate a p-bit constructed by a manganite nanowire that shows exceptionally high stability. The p-bit contains an electronic domain that fluctuates between metallic (low-resistance) and insulating (high-resistance) states near its transition temperature. The probability for the two states can be directly controlled by nano-ampere electrical current. Under extensive operations, the standard error of its probability values is <1.3%. Simulations show that our operationally stable p-bit plays a key role in achieving correct inference in a Bayesian network by strongly suppressing the relative error, displaying the potential for superior computing performance. Our p-bit also serves as a high-quality random number generator without extra data-processing, beneficial for cryptographic applications.

