Off-policy evaluation
- Case-based off-policy evaluation using prototype learning
Learning with missing values
- Sharing pattern submodels for learning to predict with missing values at test time
Simulators of causal effects
- ADCB: An Alzheimer’s disease simulator for benchmarking observational estimators of causal effects
- IncomeSim: A time-series simulator based on the Adult dataset
Domain adaptation
- Practicality of generalization guarantees for unsupervised domain adaptation with neural networks
- Unsupervised Domain Adaptation by Learning using Privileged Information
Bandits & treatment exploration
- Learning to search efficiently for causally near-optimal treatments