Wasserstein Policy Learning for Distributional Outcomes
Yiyan Huang, Cheuk Hang Leung, Qi Wu, Zhiheng Zhang
stat.ME, cs.LG, econ.EM, stat.ML
Submitted: 2026-06-17
Comments: Accepted by The 39th Annual Conference on Learning Theory (COLT 2026)
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Externally Valid Policy Choice
- Doubly robust estimation of causal effects for random object outcomes with continuous treatments
- Off-policy evaluation beyond overlap: partial identification through smoothness
- Distributionally Robust Policy Learning with Wasserstein Distance
- Regularizing Fairness in Optimal Policy Learning with Distributional Targets
- Geodesic Causal Inference
- Kernel-based estimators for functional causal effects
- Doubly-Robust Functional Average Treatment Effect Estimation
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