Alignment Journal paper: k-robust coalitional alignment for delegating to misaligned AI reviewers

gleech · x · 2026-10-31

The Alignment Journal put "Delegating Authorization to Misaligned Agents: Coalitional Alignment and Safe Control" under anonymous review and is recruiting self-nominated reviewers. The paper tackles delegating action-approval to AI reviewers that may themselves be misaligned: it derives a necessary and sufficient condition — k-robust coalitional alignment — for the principal to do at least as well as a baseline policy, extends it to sequential control in discounted MDPs, and shows unanimous-approval rules with full reward-space coverage make every Nash equilibrium safe, while looser thresholds can admit unsafe equilibria. Experiments show collective review can stay sound without any individually aligned reviewer.

Original post →

More from Safety

Safety channel →