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Home/Authors/Ignavier Ng

Ignavier Ng

Topic trends: 32,543 papers · similarity ≥ 0.4 · year ≥ 2024 · Data sourced from Semantic Scholar

34,598 papers | Abstracts: 31,650 (91.5%) | Citations: 34,598 (100.0%) | arXiv: 26,074 (75.4%)

Built: Feb 15, 2026, 3:13 AM AMS

13

papers

515

total citations

papers (13)

On the Role of Sparsity and DAG Constraints for Learning Linear DAGs

NEURIPS 2020arXiv

On the Identifiability of Nonlinear ICA: Sparsity and Beyond

NEURIPS 2022arXiv

Causal Representation Learning from Multiple Distributions: A General Setting

Truncated Matrix Power Iteration for Differentiable DAG Learning

NEURIPS 2022arXiv

MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models

NEURIPS 2022arXiv

Reliable Causal Discovery with Improved Exact Search and Weaker Assumptions

NEURIPS 2021arXiv

A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables

Federated Causal Discovery from Heterogeneous Data

Gene Regulatory Network Inference in the Presence of Dropouts: a Causal View

On the Identifiability of Sparse ICA without Assuming Non-Gaussianity

NEURIPS 2023arXiv

When Selection Meets Intervention: Additional Complexities in Causal Discovery

Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data

Score-Based Causal Discovery of Latent Variable Causal Models