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New Study Revisits Laplace Approximation, Validating It as an ‘Effortless’ Method for Bayesian Deep Learning

Bayesian neural networks (BNNs) have been shown to offer practical benefits for model application, such as improved predictive uncertainty quantification and model selection compared to other NNs. But the practical deployment of BNNs has been limited,

New Study Revisits Laplace Approximation, Validating It as an ‘Effortless’ Method for Bayesian Deep Learning - Image

Bayesian neural networks (BNNs) have been shown to offer practical benefits for model application, such as improved predictive uncertainty quantification and model selection compared to other NNs. But the practical deployment of BNNs has been limited,