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HQFS: Hybrid Quantum Classical Financial Security with VQC Forecasting, QUBO Annealing, and Audit-Ready Post-Quantum Signing

ArXivSource

Srikumar Nayak

cs.AI
cs.CL
cs.LG
|
Feb 19, 2026
4 views

One-line Summary

HQFS is a hybrid quantum-classical system that improves financial forecasting and optimization by integrating quantum computing techniques, resulting in better prediction accuracy and decision-making efficiency.

Plain-language Overview

Financial systems often struggle with making accurate predictions and stable decisions due to market changes and constraints. HQFS is a new approach that combines quantum and classical computing to enhance these processes. It uses advanced quantum circuits for forecasting financial returns and volatility, and optimizes decisions using a quantum annealing method. This system not only improves prediction accuracy and decision-making efficiency but also ensures that every decision can be audited and verified securely.

Technical Details