2026
Bi-Level Contextual Bandits for Individualized Resource Allocation Under Delayed Feedback
AAAI 2026technical
Equitably allocating limited resources in high-stakes domains—such as education, employment, and healthcare—requires balancing short-term utility with long-term impact, while accounting for delayed outcomes, hidden heterogeneity, and ethical constraints. However, most learning-based allocation frame