conftrace_

nonlinear ica

11 papers

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Co-occurring keywords

independent component analysis (116) variational inference (2069) contrastive learning (4032) representation learning (6206) bivariate setting (1) non-additive noise (1) identifiability theory (1) t-process prior (1) causal representation (18) temporal structure (25)

Papers

Step and Smooth Decompositions as Topological Clustering JMLR 2025
Learning Identifiable Factorized Causal Representations of Cellular Responses NIPS 2024
Identifiable Feature Learning for Spatial Data with Nonlinear ICA AISTATS 2024
On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022
Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA NIPS 2021
Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method AISTATS 2020
Variational Autoencoders and Nonlinear ICA: A Unifying Framework AISTATS 2020
ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA NIPS 2020
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning AISTATS 2019
Minimal Nonlinear Distortion Principle for Nonlinear Independent Component Analysis JMLR 2008
MISEP -- Linear and Nonlinear ICA Based on Mutual Information JMLR 2003