arXiv cs.AI· Ahammod Munim Ramil, Khalid Al Kafi, M. A. Abdullahis Sany, Muktadirul Islam Nibir, Md Yeasin Ali, Mohammad Zavid Parvez, Md Sadek Ferdous·· 3 天前AI 评分22
AI 中的“我”是谁？为自主智能体建立去中心化身份与问责机制
Who is the 'I' in AI? Establishing Decentralized Identity and Accountability for Autonomous Agents
AI 导读
针对自主 AI 智能体缺乏标准化自我定义、造成信任与问责缺口的问题，该论文提出基于自主主权身份（SSI）原则的去中心化 AI 身份框架，并区分人类用户与 AI 智能体的验证逻辑。其核心 ABCD 框架包含算法指纹、行为指纹、基于 DID 的密码学身份与委托四层，将智能体行为与人类问责绑定，以解决自主经济活动中的黑箱身份问题。
正文 · 原文
Abstract:The rapid proliferation of autonomous AI agents in decentralized ecosystems challenges existing identity paradigms. While human identity is traditionally anchored in biological and/or self-asserted attributes and government credentials, AI agents lack a standardized definition of selfhood, creating critical gaps in trust and accountability. This paper introduces a novel framework for establishing Decentralized AI Identity rooted in Self-sovereign identity (SSI) principles. We propose a formal model that clearly distinguishes human users and AI agents, enabling distinct verification logic for each class while maintaining a unified identity calculus. The central to our contribution is the ABCD Framework, a multi-layered approach to agent identification and verification: (A) Algorithmic Fingerprint, which binds the identity to static model architectures and provenance; (B) Behavioural Fingerprint, which verifies dynamic performance metrics over time; (C) Cryptographic Identity, which anchors the agent via Decentralized Identifiers (DIDs) and (D) Delegation, which cryptographically binds agent actions to respective human accountability. By orthogonalizing these dimensions, we model how systems can enforce granular trust policies ranging from simple authentication to complex liability assignment, thereby solving the black box identity problem in the autonomous economic activities of AI agents.
| Subjects: | Cryptography and Security (cs.CR); Artificial Intelligence (cs.AI) |
| Cite as: | arXiv:2610.17126 [cs.CR] |
| (or arXiv:2610.17126v1 [cs.CR] for this version) | |
| https://doi.org/10.48550/arXiv.2610.17126 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Ahammod Munim Ramil [view email]
[v1]
Mon, 12 Oct 2026 17:15:54 UTC (1,357 KB)
来源：arXiv cs.AI · arxiv.org