activity
20232025
collaborators

5 papers

cs.LG2025

Hardware implementation of timely reliable Bayesian decision-making using memristors

Lekai Song, Pengyu Liu, Yang Liu +8

Brains perform decision-making by Bayes theorem. The theorem quantifies events as probabilities and, based on probability rules, renders the decisions. Learning from this, Bayes th…

cs.CR2024

Harnessing physical entropy noise in structurally metastable 1T' molybdenum ditelluride for true random number generation

Yang Liu, Pengyu Liu, Yingyi Wen +11

True random numbers are essential in various research and engineering problems. Their generation depends upon a robust physical entropy noise. Here, we present true random number g…

physics.app-ph2024

Analysis on reservoir activation with the nonlinearity harnessed from solution-processed molybdenum disulfide

Songwei Liu, Yingyi Wen, Jingfang Pei +10

Reservoir computing is a recurrent neural network designed for approximating complex dynamics in, for instance, motion tracking, spatial-temporal pattern recognition, and chaotic a…

cond-mat.mtrl-sci2024

Macroscopic electro-optical modulation of solution-processed molybdenum disulfide

Songwei Liu, Yingyi Wen, Jingfang Pei +10

Molybdenum disulfide (MoS2) has drawn great interest for tunable photonics and optoelectronics advancement. Its solution processing, though scalable, results in randomly networked…

physics.app-ph2023

Conduction modulation of solution-processed two-dimensional materials

Songwei Liu, Xiaoyue Fan, Yingyi Wen +10

Solution-processed two-dimensional (2D) materials hold promise for their scalable applications. However, the random, fragmented nature of the solution-processed nanoflakes and the…