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