2 papers
cs.LG2024
Can a Confident Prior Replace a Cold Posterior?
Martin Marek, Brooks Paige, Pavel Izmailov
Benchmark datasets used for image classification tend to have very low levels of label noise. When Bayesian neural networks are trained on these datasets, they often underfit, misr…
cs.LG2016
Faster variational inducing input Gaussian process classification
Pavel Izmailov, Dmitry Kropotov
Gaussian processes (GP) provide a prior over functions and allow finding complex regularities in data. Gaussian processes are successfully used for classification/regression proble…