Resolve the matched-volume safety difference between risk-targeted and random validation
Determine whether the safety difference between the risk-targeted validation policy {4} and the Random-Matched validation arm is statistically distinguishable when both operate at matched validation volume, thereby establishing whether validation targeting improves safety beyond random validation.
References
At matched volume the safety difference is not resolved at $n=60$ (targeting not shown); {4} was cheaper.
— Structure Before Intelligence: Gating What Agentic Scientific Workflows Release
(2610.19507 - Acharya et al., 14 Oct 2026) in Table labeled "Post-hoc validation ablation," Section S1 (Per-Family Results)