23 citations · 57 across the 18 of their papers we have counts for
3 papers · 1 filter
Heavy-tailed denoising score matching
Jacob Deasy, Nikola Simidjievski, Pietro Liò
Score-based model research in the last few years has produced state of the art generative models by employing Gaussian denoising score-matching (DSM). However, the Gaussian noise a…
Attentional Meta-learners for Few-shot Polythetic Classification
Ben Day, Ramon Viñas, Nikola Simidjievski +1
Polythetic classifications, based on shared patterns of features that need neither be universal nor constant among members of a class, are common in the natural world and greatly o…
Is Disentanglement all you need? Comparing Concept-based & Disentanglement Approaches
Dmitry Kazhdan, Botty Dimanov, Helena Andres Terre +3
Concept-based explanations have emerged as a popular way of extracting human-interpretable representations from deep discriminative models. At the same time, the disentanglement le…