3 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…
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…
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…