Independent Component Analysis

Also known as ICA

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Latest papers 19

1 paper in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Kinks vs. Smoothness: Identifiability of Real Analytic nICA for Laplace-like Sources

    Sep 18, 2026Isaac Manring, Kejun HuangIndependent Component AnalysisRepresentation Identifiability

    Department of Computer Science University of Florida Gainesville, FL 32611, USA

  2. MSR-IVA: Masked Structural Residual Independent Vector Analysis for State-Aware Fusion of Structural MRI and Dynamic Functional Network Connectivity

    Aug 25, 2026Victor Solomon, Zening Fu, Rafal Angryk +2Multimodal FusionNeuroimaging

    Department of Computer Science, Georgia State University · Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University

  3. Group ICA 2.0: Closing the Gap Between Subjects and Group Latent Decomposition with Copula-Linked Group ICA (CoLiG-ICA)

    Aug 17, 2026Oktay AgcaogluIndependent Component AnalysisBrain Network Analysis

    NEFI-Research, LLC

  4. Foundations of Independent Component Analysis

    Aug 13, 2026Patrick ForréParameter IdentifiabilityIndependent Component Analysis

    AI4Science Lab Korteweg-de Vries Institute for Mathematics University of Amsterdam

  5. AMICA-Python: Adaptive Mixture Independent Component Analysis with Anderson Acceleration

    Jul 20, 2026Scott Huberty, Christian O'ReillyUnsupervised LearningIndependent Component Analysis

    University of Southern California, Los Angeles, CA, USA · University of South Carolina, Columbia, SC, USA

  6. Linear Independent Component Analysis via Optimal Transport

    Jul 15, 2026Ashutosh Jha, Michel Besserve, Simon BuchholzIndependent Component Analysis

    Methods Center, University of Tübingen · Max Planck Institute for Intelligent Systems, Tübingen · Institute of Artificial Intelligence, TU Braunschweig

  7. ICA Lens: Interpreting Language Models Without Training Another Dictionary

    Jun 10, 2026Sida Liu, Feijiang HanIndependent Component AnalysisLLM Interpretability

    Independent Researcher · University of Maryland

  8. Scalable Uncertainty Quantification for Extreme Weather Forecasting via Empirical Neural Tangent Kernels

    Jun 1, 2026Jose Marie Antonio Miñoza, Rex Gregor Laylo, Sebastian C. IbañezUncertainty QuantificationIndependent Component Analysis

    Center for AI Research · Department of Education · Makati, Philippines

  9. Disentanglement Beyond Generative Models with Riemannian ICA

    May 21, 2026Edmond CunninghamDisentangled Representation LearningIndependent Component Analysis

    University of Massachusetts Amherst

  10. Learnability and Competition in High-Dimensional Multi-Component ICA

    May 8, 2026Eser Ilke Genc, Samet Demir, Zafer DoganIndependent Component AnalysisUnsupervised Representation Learning

    MLIP Research Group, KUIS AI Center, Koç University · Department of EEE, Koç University

  11. Independent-Component-Based Encoding Models of Brain Activity During Story Comprehension

    Apr 27, 2026Kamya Hari, Taha Binhuraib, Jin Li +2Independent Component AnalysisNeuroimaging

    School of Electrical and Computer Engineering, Georgia Institute of Technology · School of Psychological and Brain Sciences, Georgia Institute of Technology · Department of Linguistics, Stanford University

  12. EEG-Based Emergency Braking Intensity Prediction Using Blind Source Separation

    Apr 20, 2026Zikun Zhou, Wenshuo Wang, Wenzhuo Liu +5Independent Component AnalysisEEG Decoding

    School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China

  13. Finite-Sample Analysis of Nonlinear Independent Component Analysis:Sample Complexity and Identifiability Bounds

    Apr 10, 2026Yuwen JiangIndependent Component AnalysisSample Complexity

    School of Artificial Intelligence, Guangzhou Institute of Science and Technology, Guangzhou, China

  14. PDGMM-VAE: A Variational Autoencoder with Adaptive Per-Dimension Gaussian Mixture Model Priors for Nonlinear ICA

    Mar 20, 2026Yuan-Hao Wei, Yan-Jie SunIndependent Component AnalysisVariational Autoencoders

    Hong Kong Polytechnic University

  15. Reservoir Subspace Injection for Online ICA under Top-n Whitening

    Mar 2, 2026Wenjun Xiao, Yuda Bi, Vince D CalhounIndependent Component AnalysisReservoir Computing

    Department of Computer Science, The George Washington University, Washington, DC 20052 USA · Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, GA 30303 USA · School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA

  16. Scaling of learning time for high dimensional inputs

    Mar 1, 2026Carlos Stein BritoNeural Network Training DynamicsScaling Laws

    NightCity Labs, Lisbon, Portugal

  17. A 1/R Law for Kurtosis Contrast in Balanced Mixtures

    Feb 25, 2026Yuda Bi, Wenjun Xiao, Linhao Bai +1Independent Component Analysis

    Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, GA 30303 USA · Department of Computer Science, The George Washington University, Washington, DC 20052 USA · School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA

  18. Self-sufficient Independent Component Analysis for Demixing Flows

    Nov 29, 2025Song LiuIndependent Component AnalysisDisentangled Representation Learning

    University of Bristol

  19. Federated Independent Component Analysis via Spectral Alignment and Robust Aggregation

    May 26, 2025Xin Bing, Dian Jin, Yuqian ZhangFederated Learning AggregationIndependent Component Analysis

    University of Toronto · National University of Singapore · Rutgers University