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News/Penumbra: Sample-Efficient Adversarial Search for Regulatory Obligations
arxiv
PublishedOctober 21, 2026 at 4:00 AM

Penumbra: Sample-Efficient Adversarial Search for Regulatory Obligations

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arXiv:2610.04693v3 Announce Type: replace Abstract: Agents are entering finance, healthcare and law, sectors where a violation leaves no lexical signature and carries real penalties. Whether an omission is material, or a disclosure sufficient, depends on what the response left out. Probing such an o

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