Probing the Robustness of Independent Mechanism Analysis for Representation Learning

13 July 2022

Papers citing "Probing the Robustness of Independent Mechanism Analysis for Representation Learning"

5 / 5 papers shown

Title
When Does Closeness in Distribution Imply Representational Similarity? An Identifiability Perspective Beatrix M. G. Nielsen Emanuele Marconato Andrea Dittadi Luigi Gresele 46 0 0 04 Jun 2025
Escaping Plato's Cave: Towards the Alignment of 3D and Text Latent Spaces Souhail Hadgi Luca Moschella Andrea Santilli Diego Gomez Qixing Huang Emanuele Rodolà Simone Melzi M. Ovsjanikov 81 0 0 07 Mar 2025
Independent Mechanism Analysis and the Manifold Hypothesis Shubhangi Ghosh Luigi Gresele Julius von Kügelgen M. Besserve Bernhard Schölkopf CML 24 2 0 20 Dec 2023
Function Classes for Identifiable Nonlinear Independent Component Analysis Simon Buchholz M. Besserve Bernhard Schölkopf 89 40 0 12 Aug 2022
Embrace the Gap: VAEs Perform Independent Mechanism Analysis Patrik Reizinger Luigi Gresele Jack Brady Julius von Kügelgen Dominik Zietlow Bernhard Schölkopf Georg Martius Wieland Brendel M. Besserve DRL 92 21 0 06 Jun 2022