Data augmentation in Bayesian neural networks and the cold posterior effect. - Seth Nabarro; Stoil Ganev; Adrià Garriga-Alonso; Vincent Fortuin; Mark van der Wilk; Laurence Aitchison (UAI, 2022)

Semi-supervised learning with a principled likelihood from a generative model of data curation. - Stoil Ganev; Laurence Aitchison (ICLR, 2023)

InfoNCE is variational inference in a recognition parameterised model. - Laurence Aitchison; Stoil Ganev (Trans. Mach. Learn. Res., 2024)