The Incomplete Rosetta Stone Problem: Identifiability Results for
Multi-View Nonlinear ICA

The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA

16 May 2019

Paul Kishan Rubenstein

Francesco Locatello

Bernhard Schölkopf

Papers citing "The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA"

14 / 14 papers shown

Title
Sanity Checking Causal Representation Learning on a Simple Real-World System Juan L. Gamella Simon Bing Jakob Runge CML 143 1 0 27 Feb 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 124 5 0 16 Feb 2025
All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling Emanuele Marconato Sébastien Lachapelle Sebastian Weichwald Luigi Gresele 88 4 0 30 Oct 2024
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 166 6 0 29 Oct 2024
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 87 10 0 28 Jun 2024
Weakly Supervised Disentanglement with Guarantees Rui Shu Yining Chen Abhishek Kumar Stefano Ermon Ben Poole CoGe DRL 109 137 0 22 Oct 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 368 5,081 0 19 Jun 2018
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning Aapo Hyvarinen Hiroaki Sasaki Richard Turner OOD CML 92 327 0 22 May 2018
i-RevNet: Deep Invertible Networks J. Jacobsen A. Smeulders Edouard Oyallon 83 333 0 20 Feb 2018
Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA Aapo Hyvarinen H. Morioka CML OOD AI4TS 61 409 0 20 May 2016
Nonparametric Canonical Correlation Analysis T. Michaeli Weiran Wang Karen Livescu 55 85 0 16 Nov 2015
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 300 4,167 0 21 May 2015
Nonparametric Estimation of Multi-View Latent Variable Models Le Song Anima Anandkumar Bo Dai Bo Xie 55 44 0 13 Nov 2013
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 404 1,145 0 29 Oct 2012