conftrace_

nonlinear independent component analysis

10 papers

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Also known as

NICA NONLINEAR ICA

Co-occurring keywords

independent component analysis (116) contrastive learning (4032) representation learning (6206) latent variable model (564) causal discovery (460) source separation (132) unsupervised learning (3264) observational data (3) finite-sample analysis (24) sparse model (83)

Papers

Function Classes for Identifiable Nonlinear Independent Component Analysis NIPS 2022
On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022
On the Identifiability of Nonlinear ICA: Sparsity and Beyond NIPS 2022
Representation Learning for Maximization of MI, Nonlinear ICA and Nonlinear Subspaces with Robust Density Ratio Estimation JMLR 2022
Nonlinear ISA with Auxiliary Variables for Learning Speech Representations INTERSPEECH 2020
Robust contrastive learning and nonlinear ICA in the presence of outliers UAI 2020
Relative gradient optimization of the Jacobian term in unsupervised deep learning NIPS 2020
The Incomplete Rosetta Stone problem: Identifiability results for Multi-view Nonlinear ICA UAI 2019
Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA NIPS 2016
On Causal Discovery with Cyclic Additive Noise Models NIPS 2011