arXiv:cs.AI· Yue Zhao, Jiate Li, Li Li, Yi Nian, Jinbo Liu, Xiaolin Zhou, Xiyang Hu·· 10 小时前AI 评分35
关于 AI 智能体的可审计声明
Auditable Claims about AI Agents
AI 导读
要让关于 AI 智能体的声明可被核查,声明必须事先写明策略、范围、可判定其真伪的记录及记录者,这一标准被称为可审计声明。该方法将可审计智能体框架中的策略可核查性维度从单一动作扩展到声明,并为智能体补充三个条件:独立记录覆盖、授权与动作参数绑定、超越完整性的完备性。论文给出了一张声明核查表,应用于六种常见声明,并以一个案例贯穿五种证据状态,面向运营方、采购方、审计方和标准制定者给出实践步骤。
正文
Abstract:Organizations make claims about their AI agents: a person approves every external email, every action is logged, an evaluation shows the agent is safe to deploy. Article 12 of the EU AI Act requires high-risk systems to allow the automatic recording of events but does not say which records settle a given claim. The position is one sentence: to be checked, a claim about an agent must first name its policy, its scope, the records that would settle it, and who writes them. Adapting the preconditions of an assurance engagement, we call a claim auditable when these elements and a decision rule are fixed before any verdict and the records are obtainable. This extends the Policy Checkability dimension of our Auditable Agents framework from single actions to claims. Agents add three conditions: coverage by an independent record, authorization bound to each action's arguments, and completeness beyond integrity. Under an explicit model, we prove that support is impossible without each wherever its hypotheses hold. A claim-check table applies the method to six common claims, anchored in current NIST, IETF, and OWASP drafts. A worked case follows one claim through five evidence states. We close with a practice box and steps for operators, buyers, auditors, and standard setters.
| Subjects: | Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Computers and Society (cs.CY); Multiagent Systems (cs.MA) |
| Cite as: | arXiv:2610.07459 [cs.AI] |
| (or arXiv:2610.07459v1 [cs.AI] for this version) | |
| https://doi.org/10.48550/arXiv.2610.07459 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Xiyang Hu [view email]
[v1]
Mon, 5 Oct 2026 22:11:11 UTC (945 KB)
来源:arXiv:cs.AI · arxiv.org