{"total":15,"rows":[{"id":"2306.00542","title":"Nonparametric Identifiability of Causal Representations from Unknown Interventions","created":"2023-06-01","cited_by_count":106,"area":null},{"id":"2106.05200","title":"Independent mechanism analysis, a new concept?","created":"2021-06-09","cited_by_count":97,"area":null},{"id":"2106.09620","title":"Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA","created":"2021-06-17","cited_by_count":64,"area":null},{"id":"2302.02672","title":"Identifiability of latent-variable and structural-equation models: from linear to nonlinear","created":"2023-02-06","cited_by_count":58,"area":null},{"id":"2305.17225","title":"Causal Component Analysis","created":"2023-05-26","cited_by_count":56,"area":null},{"id":"2303.16535","title":"Nonlinear Independent Component Analysis for Principled Disentanglement in Unsupervised Deep Learning","created":"2023-03-29","cited_by_count":48,"area":null},{"id":"2306.04979","title":"CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification","created":"2023-06-08","cited_by_count":46,"area":null},{"id":"2206.02416","title":"Embrace the Gap: VAEs Perform Independent Mechanism Analysis","created":"2022-06-06","cited_by_count":28,"area":null},{"id":"2310.16624","title":"Free-form Flows: Make Any Architecture a Normalizing Flow","created":"2023-10-25","cited_by_count":26,"area":null},{"id":"2306.01843","title":"Lifting Architectural Constraints of Injective Flows","created":"2023-06-02","cited_by_count":18,"area":null},{"id":"2308.02652","title":"A Review of Change of Variable Formulas for Generative Modeling","created":"2023-08-04","cited_by_count":13,"area":null},{"id":"2406.13371","title":"Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment","created":"2024-06-19","cited_by_count":12,"area":null},{"id":"2305.15267","title":"Training Energy-Based Normalizing Flow with Score-Matching Objectives","created":"2023-05-24","cited_by_count":6,"area":null},{"id":"2207.06137","title":"Probing the Robustness of Independent Mechanism Analysis for Representation Learning","created":"2022-07-13","cited_by_count":5,"area":null},{"id":"2510.17040","title":"Diverse Influence Component Analysis: A Geometric Approach to Nonlinear Mixture Identifiability","created":"2025-10-19","cited_by_count":4,"area":null}],"next_cursor":null}