LATIDIA · Ciberseguridad

KNOX: Caja de arena regulatoria asistida por hardware para modelos generativos

arXiv: 2610.27543v1Tipo de anuncio: nuevo Resumen: Las regulaciones requieren que las empresas ejecuten modelos de IA en una caja de arena regulatoria, un entorno aislado que permite monitorear el comportamiento del modelo por parte de los reguladores, antes de la implementación. B

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arXiv:2610.27543v1 Announce Type: new Abstract: Regulations require companies to run AI models in a regulatory sandbox, an isolated environment that enables monitoring model behavior by regulators, prior to deployment. But, they do not spell out the technical mechanisms to design such a sandbox. Ideally, a regulatory sandbox should show (i) compliance (checks against regulations, and deviations from intended behavior, i.e., unauthorized tool and system calls); (ii) confidentiality (protects model weights from regulators); (iii) attestability (produces tamper-resistant evidence of model behavior for monitoring); and (iv) scalability (evidence is verifiable by multiple regulators). Several prior works (information-flow control, prompt-injection defenses, control-flow integrity, and traditional sandboxing) address specific compliance aspects but lack confidentiality,