492 citations · 2k across the 17 of their papers we have counts for
Showing 2020 · stat.MLShow all
2 papers · 2 filters
stat.ML2020★ 1 cited
Integrable Nonparametric Flows
David Pfau, Danilo Rezende
We introduce a method for reconstructing an infinitesimal normalizing flow given only an infinitesimal change to a (possibly unnormalized) probability distribution. This reverses t…
stat.ML2020★ 5 cited
Disentangling by Subspace Diffusion
David Pfau, Irina Higgins, Aleksandar Botev +1
We present a novel nonparametric algorithm for symmetry-based disentangling of data manifolds, the Geometric Manifold Component Estimator (GEOMANCER). GEOMANCER provides a partial…