基于人工智能的数字仲裁框架,利用智能合约和电子证据身份验证.
1International Law, Law School of Shenzhen University, Shenzhen, 518000, China. funeveryday2025@163.com.
Scientific reports
|October 24, 2025
概括
这项研究介绍了一种基于人工智能的数字仲裁框架,使用智能合约和区块链来确保证据的安全. 该系统大大缩短了仲裁时间,并为现代法律需求提供了准确,可解释的决策.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 区块链技术 区块链技术
背景情况:
- 数字交易需要高效,安全的争端解决.
- 传统的仲裁与数字证据和智能合约作斗争.
- 需要自动化,透明的法律流程.
研究的目的:
- 开发一个新的AI驱动的数字仲裁框架.
- 整合智能合约,区块链和可解释的人工智能 (XAI).
- 为数字环境自动化和现代化争议解决.
主要方法:
- 开发了一个三层框架:智能合约协议,区块链证据管理和AI仲裁引擎.
- 使用变压器和LSTM模型与SHAP和LIME进行AI解释性.
- 在以太坊和Hyperledger Fabric测试网上进行了实验,共有1200个案例.
主要成果:
- 实现了99.5%的仲裁时间缩短.
- 人工智能与专家裁决之间达成一致率达到了92.4%.
- 在改检测方面显示了99%的准确性和87.3%的AI决策的解释性.
结论:
- 人工智能框架提供了快速,准确和可解释的仲裁决定.
- 该系统符合数字治理的法律标准.
- 提供智能合约和电子商务中自主仲裁的蓝图.
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