nonlinear ica

Step and Smooth Decompositions as Topological Clustering JMLR 2025 Identifiable Feature Learning for Spatial Data with Nonlinear ICA AISTATS 2024 Learning Identifiable Factorized Causal Representations of Cellular Responses NeurIPS 2024 Nonlinear ICA Using Volume-Preserving Transformations ICLR 2022 On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022 Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA NeurIPS 2021 Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method AISTATS 2020 Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN) ICLR 2020 ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA NeurIPS 2020 Variational Autoencoders and Nonlinear ICA: A Unifying Framework AISTATS 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