2 papers
cs.LG2025
Analog Bayesian neural networks are insensitive to the shape of the weight distribution
Ravi G. Patel, T. Patrick Xiao, Sapan Agarwal +1
Recent work has demonstrated that Bayesian neural networks (BNN's) trained with mean field variational inference (MFVI) can be implemented in analog hardware, promising orders of m…
cs.NE2020
Plasticity-Enhanced Domain-Wall MTJ Neural Networks for Energy-Efficient Online Learning
Christopher H. Bennett, T. Patrick Xiao, Can Cui +6
Machine learning implements backpropagation via abundant training samples. We demonstrate a multi-stage learning system realized by a promising non-volatile memory device, the doma…