Tag: analog

  • Analog Bayesian neural networks are insensitive to the shape of the weight distribution

    Analog Bayesian neural networks are insensitive to the shape of the weight distribution arXiv:2501.05564v1 Announce Type: cross Abstract: 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 magnitude energy savings compared to the standard digital implementations. However, while Gaussians…