Deng, Chang

6 publications

NeurIPS 2025 Differentiable Structure Learning and Causal Discovery for General Binary Data Chang Deng, Bryon Aragam

NeurIPS 2024 Markov Equivalence and Consistency in Differentiable Structure Learning Chang Deng, Kevin Bello, Pradeep Ravikumar, Bryon Aragam

NeurIPS 2023 Global Optimality in Bivariate Gradient-Based DAG Learning Chang Deng, Kevin Bello, Pradeep K. Ravikumar, Bryon Aragam

ICMLW 2023 Global Optimality in Bivariate Gradient-Based DAG Learning Chang Deng, Kevin Bello, Pradeep Kumar Ravikumar, Bryon Aragam

ICML 2023 Optimizing NOTEARS Objectives via Topological Swaps Chang Deng, Kevin Bello, Bryon Aragam, Pradeep Kumar Ravikumar

ECML-PKDD 2021 Deep Multi-Task Augmented Feature Learning via Hierarchical Graph Neural Network Pengxin Guo, Chang Deng, Linjie Xu, Xiaonan Huang, Yu Zhang