Integrating Merkle Trees with Transformer Networks for Secure Financial Computation
Xinyue Wang,
Weifan Lin,
Weiting Zhang
et al.
Abstract:In this paper, the Merkle-Transformer model is introduced as an innovative approach designed for financial data processing, which combines the data integrity verification mechanism of Merkle trees with the data processing capabilities of the Transformer model. A series of experiments on key tasks, such as financial behavior detection and stock price prediction, were conducted to validate the effectiveness of the model. The results demonstrate that the Merkle-Transformer significantly outperforms existing deep … Show more
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