Score: 2

From Classical Rationality to Contextual Reasoning: Quantum Logic as a New Frontier for Human-Centric AI in Finance

Published: October 7, 2025 | arXiv ID: 2510.05475v1

By: Fabio Bagarello, Francesco Gargano, Polina Khrennikova

Potential Business Impact:

Helps computers predict money changes better.

Business Areas:
Machine Learning Artificial Intelligence, Data and Analytics, Software

We consider state of the art applications of artificial intelligence (AI) in modelling human financial expectations and explore the potential of quantum logic to drive future advancements in this field. This analysis highlights the application of machine learning techniques, including reinforcement learning and deep neural networks, in financial statement analysis, algorithmic trading, portfolio management, and robo-advisory services. We further discuss the emergence and progress of quantum machine learning (QML) and advocate for broader exploration of the advantages provided by quantum-inspired neural networks.

Country of Origin
🇳🇱 🇮🇹 Italy, Netherlands

Page Count
19 pages

Category
Quantitative Finance:
Computational Finance