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stat.ML2026
Adaptive Policy Learning Under Unknown Network Interference
Aidan Gleich, Eric Laber, Alexander Volfovsky
Adaptive experimentation under unknown network interference requires solving two coupled problems: (i) learning the underlying dynamics of interference among units and (ii) using t…
stat.ML2026
DARTS: Targeting Prognostic Covariates in Budget-Constrained Sequential Experiments
Kateryna Husar, Alexander Volfovsky
Randomized controlled trials typically assume that prognostic covariates are known and available at no cost. In practice, obtaining high-dimensional pretreatment data is costly, fo…