SWAG
A simple baseline for bayesian uncertainty in deep learning suggests the bayesian inference using stochastic weight averaging(SWA) with Gaussian-modeled weights(SWAG).
Uncertainty of unstable weight
Uncertainty of converged weight
Graphical experiments of calculating covariances and means of stochastic weight averaging-Gaussian(SWAG)
A simple baseline for bayesian uncertainty in deep learning suggests the bayesian inference using stochastic weight averaging(SWA) with Gaussian-modeled weights(SWAG).
Graphical experiments of calculating covariances and means of stochastic weight averaging-Gaussian(SWAG)