Scalable Computation of Causal BoundsInternational Conference on Machine Learning (ICML), 2023 |
Counterfactual Prediction Under Outcome Measurement ErrorConference on Fairness, Accountability and Transparency (FAccT), 2023 |
Partial Identification of Treatment Effects with Implicit Generative
ModelsNeural Information Processing Systems (NeurIPS), 2022 |
Causal Inference with Treatment Measurement Error: A Nonparametric
Instrumental Variable ApproachConference on Uncertainty in Artificial Intelligence (UAI), 2022 |
Partial Identification with Noisy Covariates: A Robust Optimization
ApproachCLEaR (CLEaR), 2022 |
Diagnosing failures of fairness transfer across distribution shift in
real-world medical settingsNeural Information Processing Systems (NeurIPS), 2022 |