A cross-border multi-currency transaction automatic accounting method based on deep learning

By using deep learning technology to clean, aggregate, and compensate cross-border transaction data, the problem of inefficient accounting for many-to-many entangled transactions has been solved, achieving high accuracy and automated cross-border transaction accounting.

CN122415220APending Publication Date: 2026-07-17深圳欧税通技术有限公司
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
深圳欧税通技术有限公司
Filing Date
2026-04-22
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing cross-border transaction automatic accounting technologies suffer from computational inefficiency, redundant accounting entries, and an inability to perceive the overall semantics of the set in many-to-many entangled transaction scenarios, making it difficult to meet the real-time accounting needs of large enterprises.

Method used

A deep learning-based approach is adopted to clean multi-source transaction data through normalization operators, construct feature tensors, extract deep semantic features using feature embedding architecture, aggregate transaction entities using entangled state deconstruction logic, establish a nonlinear joint correlation model, and generate accounting vouchers through dynamic exchange rate residual compensation.

Benefits of technology

It enables efficient and automated accounting for cross-border multi-currency transactions, reduces redundant outstanding accounts, improves accounting accuracy, reduces manual verification workload, and meets the real-time accounting needs of large enterprises.

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Abstract

本发明属于金融数据处理技术领域,具体的说是一种基于深度学习的跨境多币种交易自动核算方法,包括多源异构交易数据感知、高维语义特征嵌入、多对多纠缠态映射解构、非线性联合关联建模及动态汇率残差补偿,通过图神经网络将离散指令与流水聚合为特征簇,利用软注意力机制解构纠缠态关联,结合财务物理守恒约束与非线性回归调节层执行残差补偿;本申请能精准识别批量支付与轧差结算场景,消除汇率变化干扰,提升跨境核算的准确率、覆盖率及自动化水平。
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