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Source arXiv Artificial Intelligence export.arxiv.org Analyst
October 15, 2026 ai_technology research

Actionable Meta-Requirements for AI Robustness Auditing

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Overview

arXiv:2610.14356v1 Announce Type: new Abstract: AI-enabled systems must remain dependable when the conditions under which they operate change (e.g., due to input perturbations, distribution shifts, or changes in external dependencies). This makes robustness auditing of such systems important for judging whether the available evidence is sufficient to support a defined robustness conclusion. However, designing an AI robustness auditing framework is challenging. A key unresolved issue is determini

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