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On the Convergence of Continuous Constrained Optimization for Structure Learning

Dec 16, 2020
Ignavier Ng, Sébastien Lachapelle, Nan Rosemary Ke, Simon Lacoste-Julien

* NeurIPS 2020 Workshop on Causal Discovery and Causality-Inspired Machine Learning 

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

Jun 17, 2020
Ignavier Ng, AmirEmad Ghassami, Kun Zhang

* 24 pages, 10 figures 

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A Graph Autoencoder Approach to Causal Structure Learning

Nov 18, 2019
Ignavier Ng, Shengyu Zhu, Zhitang Chen, Zhuangyan Fang

* NeurIPS 2019 Workshop "Do the right thing": machine learning and causal inference for improved decision making 

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Masked Gradient-Based Causal Structure Learning

Oct 18, 2019
Ignavier Ng, Zhuangyan Fang, Shengyu Zhu, Zhitang Chen

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