Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning

15 February 2025

Papers citing "Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning"

8 / 8 papers shown

Title
Differentiable DAG Sampling Bertrand Charpentier Simon Kibler Stephan Günnemann 60 41 0 16 Mar 2022
Efficient Neural Causal Discovery without Acyclicity Constraints Phillip Lippe Taco S. Cohen E. Gavves CML 35 73 0 22 Jul 2021
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 68 297 0 03 Mar 2021
Gradient-Based Neural DAG Learning Sébastien Lachapelle P. Brouillard T. Deleu Simon Lacoste-Julien BDL CML 48 270 0 05 Jun 2019
DAG-GNN: DAG Structure Learning with Graph Neural Networks Yue Yu Jie Chen Tian Gao Mo Yu BDL CML GNN 64 481 0 22 Apr 2019
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 89 563 0 26 Sep 2013
Order-independent constraint-based causal structure learning Diego Colombo Marloes H. Maathuis CML 98 597 0 14 Nov 2012
Bayesian network learning with cutting planes James Cussens 53 257 0 14 Feb 2012