Search Results for author: Shubhangi Ghosh

Found 3 papers, 0 papers with code

Independent Mechanism Analysis and the Manifold Hypothesis

no code implementations20 Dec 2023 Shubhangi Ghosh, Luigi Gresele, Julius von Kügelgen, Michel Besserve, Bernhard Schölkopf

As typical in ICA, previous work focused on the case with an equal number of latent components and observed mixtures.

Representation Learning

Probing the Robustness of Independent Mechanism Analysis for Representation Learning

no code implementations13 Jul 2022 Joanna Sliwa, Shubhangi Ghosh, Vincent Stimper, Luigi Gresele, Bernhard Schölkopf

One aim of representation learning is to recover the original latent code that generated the data, a task which requires additional information or inductive biases.

Representation Learning

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