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ResearchOctober 8, 2026

Learning to Report Unsafe Tasks in a Multi-Agent Game

When agents share a reward for completed tasks, reporting unsafe work can reduce the reporter's reward by stopping a task. Audits can make reporting optimal without ensuring that further training teaches a silent team to report. We study this learning problem in a game where any…

Avyay M. Casheekar, Hariganesh Tangirala·arXiv — cs.AI
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Key Takeaways
  • 01.When agents share a reward for completed tasks, reporting unsafe work can reduce the reporter's reward by stopping a task
  • 02.Audits can make reporting optimal without ensuring that further training teaches a silent team to report
  • 03.We study this learning problem in a game where any…

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