A paper in the AI for Social Impact Track developing statistical methods to rigorously evaluate index-based treatment policies for resource allocation in underresourced settings via RCTs. A paper in the Demo Track presenting an LLM-based tool that adapts resource allocation policies based on human-language-specified user preferences. A paper in IAAI: Emerging Applications of AI optimizing the allocation of scarce vital sign monitoring resources in maternal healthcare using reinforcement learning and restless bandit models.