3 papers
stat.ML2025
Generator-Mediated Bandits: Thompson Sampling for GenAI-Powered Adaptive Interventions
Marc Brooks, Gabriel Durham, Kihyuk Hong +1
Recent advances in generative artificial intelligence (GenAI) models have enabled the generation of personalized content that adapts to up-to-date user context. While personalized…
stat.ME2025
Multilevel Primary Aim Analyses of Clustered SMARTs: With Applications in Health Policy
Gabriel Durham, Anil Battalahalli, Amy Kilbourne +4
In many health policy settings, adaptive interventions target a population of clusters (e.g., schools), with the ultimate intent of impacting outcomes at the level of individuals w…
stat.AP2021
Using Ecometric Data to Explore Sources of Cross-Site Impact Variance in Multi-Site Trials
David R. Judkins, Gabriel Durham
A new method is proposed to explore sources of cross-site impact variance in multi-site trials of social interventions. With this approach, aggregate reports from participants in t…