3 papers
stat.ML2025
Optimal Causal Annotations: An Application to Casenotes in Social Services
Ezinne Nwankwo, Lauri Goldkind, Angela Zhou
Problem definition: Estimating causal effects of interventions is central to policy and operations, but outcome data are often missing or costly to obtain. LLMs can provide text an…
cs.LG2024
Reduced-Rank Multi-objective Policy Learning and Optimization
Ezinne Nwankwo, Michael I. Jordan, Angela Zhou
Evaluating the causal impacts of possible interventions is crucial for informing decision-making, especially towards improving access to opportunity. However, if causal effects are…
cs.LG2023
Mind the Gap: Optimal and Equitable Encouragement Policies
Angela Zhou
In consequential domains, it is often impossible to compel individuals to take treatment, so that optimal policy rules are merely suggestions in the presence of human non-adherence…