conftrace_

nonlinear independent component analysis

11 papers

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Also known as

NON-LINEAR ICA NICA NONLINEAR ICA

Co-occurring keywords · papers mentioning both

independent component analysis (4) contrastive learning (3) representation learning (3) latent variable model (2) causal discovery (2) source separation (2) unsupervised learning (2) finite-sample analysis (1) multi-objective optimization (1) sparse model (1)

Papers

Toward the Identifiability of Comparative Deep Generative Models CLeaR 2024 Function Classes for Identifiable Nonlinear Independent Component Analysis NeurIPS 2022 On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022 On the Identifiability of Nonlinear ICA: Sparsity and Beyond NeurIPS 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 Relative gradient optimization of the Jacobian term in unsupervised deep learning NeurIPS 2020 Robust contrastive learning and nonlinear ICA in the presence of outliers UAI 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 NeurIPS 2016 On Causal Discovery with Cyclic Additive Noise Models NeurIPS 2011