MissDAG: Causal Discovery in the Presence of Missing Data with
Continuous Additive Noise ModelsNeural Information Processing Systems (NeurIPS), 2022 |
Deep Multi-Modal Structural Equations For Causal Effect Estimation With
Unstructured ProxiesNeural Information Processing Systems (NeurIPS), 2022 |
To Impute or not to Impute? Missing Data in Treatment Effect EstimationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
Conservative Policy Construction Using Variational Autoencoders for
Logged Data with Missing ValuesIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 |
A Critical Look at the Consistency of Causal Estimation With Deep Latent
Variable ModelsNeural Information Processing Systems (NeurIPS), 2021 |