arXiv:2604.06323cs.CRcs.AI2026-04

整合区块链与AI安全框架,构建可验证的智能网络防护体系。

Blockchain and AI: Securing Intelligent Networks for the Future

论文配图:Blockchain and AI: Securing Intelligent Networks for the Future
图 1 · 摘自论文原文
  • 提出区块链-AI安全分类体系与可复用集成模式
  • 设计涵盖隐私、能耗、可复现性的评估蓝图(BASE)
  • 适合智能电网、医疗等关键领域安全研究者参考

区块链与人工智能(AI)在智能网络安全中的结合日益受到关注,但现有研究分散于共识机制设计、AI驱动检测、信息物理系统应用及新兴自主工作流等多个方向。本文通过三项可复用贡献实现整合:(i)构建区块链-AI智能网络安全部署的分类体系;(ii)提出可验证且自适应的安全工作流集成模式;(iii)推出区块链-AI安全评估蓝图(BASE),包含AI质量、链上行为、端到端服务等级、隐私、能耗与可复现性等维度的报告清单。论文还映射了物联网、关键基础设施、智能电网、交通与医疗领域的证据分布,显示概念契合度高,但实际落地仍以原型为主、证据不均。研究厘清了区块链在溯源、信任与审计方面的价值,以及AI在检测、自适应与协同调度中的作用,并指出未来应聚焦跨域互操作接口、隐私保护分析、受控自主自动化及开放基准测试。本工作旨在为研究人员与从业者提供安全、透明、鲁棒的智能网络设计参考。

原文摘要 · Abstract (English)

Blockchain and artificial intelligence (AI) are increasingly proposed together for securing intelligent networks, but the literature remains fragmented across ledger design, AI-driven detection, cyber-physical applications, and emerging agentic workflows. This paper synthesizes the area through three reusable contributions: (i) a taxonomy of blockchain-AI security for intelligent networks, (ii) integration patterns for verifiable and adaptive security workflows, and (iii) the Blockchain-AI Security Evaluation Blueprint (BASE), a reporting checklist spanning AI quality, ledger behavior, end-to-end service levels, privacy, energy, and reproducibility. The paper also maps the evidence landscape across IoT, critical infrastructure, smart grids, transportation, and healthcare, showing that the conceptual fit is strong but real-world evidence remains uneven and often prototype-heavy. The synthesis clarifies where blockchain contributes provenance, trust, and auditability, where AI contributes detection, adaptation, and orchestration, and where future work should focus on interoperable interfaces, privacy-preserving analytics, bounded agentic automation, and open cross-domain benchmarks. The paper is intended as a reference for researchers and practitioners designing secure, transparent, and resilient intelligent networks.

区块链AI安全智能网络评估框架

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