Optimal Experiment Design for Causal Effect Identification
Journal of Machine Learning Research
2025
26
28
1--56
Analysis of Large Market Data Using Neural Networks: A Causal Approach
IEEE Journal on Selected Areas in Information Theory
2023
4
833-847
Fast Proxy Experiment Design for Causal Effect Identification
Advances in Neural Information Processing Systems
Curran Associates, Inc.
2024
Confounded Budgeted Causal Bandits
Proceedings of the Third Conference on Causal Learning and Reasoning
PMLR
2024
Causal Bandits without Graph Learning
Proceedings of the Fourth Conference on Causal Learning and Reasoning
PMLR
2025
Causal Effect Identification in LiNGAM Models with Latent Confounders
Proceedings of Machine Learning Research
2024
Identifying Total Causal Effects in Linear Models under Partial Homoscedasticity
Proceedings of Machine Learning Research
ML Research Press
2024
Dual Likelihood for Causal Inference under Structure Uncertainty
Proceedings of Machine Learning Research
2024
Kernel-Based Differentiable Learning of Non-Parametric Directed Acyclic Graphical Models
Proceedings of Machine Learning Research
ML Research Press
2024
causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery
Proceedings of Machine Learning Research
2024