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independent component analysis

116 papers

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Also known as

ICA

Co-occurring keywords

blind source separation (62) representation learning (6174) source separation (132) unsupervised learning (3255) feature extraction (1578) causal inference (1619) causal discovery (459) tensor decomposition (374) gaussian noise (56) generative model (2889)

Papers

Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025
Revisiting Cosine Similarity via Normalized ICA-transformed Embeddings COLING 2025
Investigating the Contextualised Word Embedding Dimensions Specified for Contextual and Temporal Semantic Changes COLING 2025
S3 - Semantic Signal Separation ACL 2025
Local Causal Discovery with Linear non-Gaussian Cyclic Models AISTATS 2024
Exploring Intra and Inter-language Consistency in Embeddings with ICA EMNLP 2024
Understanding Higher-Order Correlations Among Semantic Components in Embeddings EMNLP 2024
Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed Embeddings EMNLP 2024
Nonparametric Evaluation of Noisy ICA Solutions NIPS 2024
Exploring Interpretability of Independent Components of Word Embeddings with Automated Word Intruder Test COLING 2024
An Interventional Perspective on Identifiability in Gaussian LTI Systems with Independent Component Analysis CLEAR 2024
Multi-View Independent Component Analysis with Shared and Individual Sources UAI 2023
Additive Decoders for Latent Variables Identification and Cartesian-Product Extrapolation NIPS 2023
Scale Invariant Power Iteration JMLR 2023
Generalizing Nonlinear ICA Beyond Structural Sparsity NIPS 2023
When are post-hoc conceptual explanations identifiable? UAI 2023
Discovering Universal Geometry in Embeddings with ICA EMNLP 2023
Causal Component Analysis NIPS 2023
On the Identifiability of Sparse ICA without Assuming Non-Gaussianity NIPS 2023
Causal Discovery with Latent Confounders Based on Higher-Order Cumulants ICML 2023
Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning Using Independent Component Analysis ICML 2023
Discovery of Single Independent Latent Variable NIPS 2022
Artistic Style Discovery With Independent Components CVPR 2022
Out-of-Distribution Detection via Conditional Kernel Independence Model NIPS 2022
On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022