3 papers
cs.AI2026
Planning a Community Approach to Diabetes Care in Low- and Middle-Income Countries Using Optimization
Katherine B. Adams, Justin J. Boutilier, Sarang Deo +1
Diabetes is a global health priority, especially in low- and-middle-income countries, where over 50% of premature deaths are attributed to high blood glucose. Community Health Work…
cs.LG2025
Power Constrained Nonstationary Bandits with Habituation and Recovery Dynamics
Fengxu Li, Stephanie M. Carpenter, Matthew P. Buman +1
A common challenge for decision makers is selecting actions whose rewards are unknown and evolve over time based on prior policies. For instance, repeated use may reduce an action'…
cs.LG2025
Finite-Time Guarantees for Multi-Agent Combinatorial Bandits with Nonstationary Rewards
Katherine B. Adams, Justin J. Boutilier, Qinyang He +1
We study a sequential resource allocation problem where a decision maker selects subsets of agents at each period to maximize overall outcomes without prior knowledge of individual…