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cs.LG2026
Metropolis-Hastings Dominates Importance Resampling for Policy Composition
Alexey Kurennoy, Ramil Yarullin, Fergal Reid
Post-training a large language model (LLM) often requires exploring trade-offs between multiple rewards, but retraining for each trade-off is expensive. Decoding-time policy compos…
stat.ME2026
EARL: Exposure- and Allocation-Reweighted Linear Estimator for Bipartite Experiments with Partial Assignment
Alexey Kurennoy
Bipartite A/B tests are experiments in which treatment is randomised over one set of units, while outcomes are measured on another. For example, an online marketplace may test a ne…