A subsidy-based sequential RCT protocol modeled as a belief MDP increases social utility by more than 35% compared to standard trials.
Sharp results for hypothesis testing with risk-sensitive agents
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.GT 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
The paper introduces second-score procurement mechanisms for data markets that achieve truthful cost reporting and approximately truthful quality reporting via ex-post statistical verification, with misreporting deviations vanishing as sample size grows.
citing papers explorer
-
Optimizing Social Utility in Sequential Experiments
A subsidy-based sequential RCT protocol modeled as a belief MDP increases social utility by more than 35% compared to standard trials.
-
Buying Data of Unknown Quality: Fisher Information Procurement Auctions
The paper introduces second-score procurement mechanisms for data markets that achieve truthful cost reporting and approximately truthful quality reporting via ex-post statistical verification, with misreporting deviations vanishing as sample size grows.