Quantum Error Correction for Topological Data Analysis

This work pioneers quantum error correction protocols optimized for topological data analysis. By integrating surface code architectures with persistent homology frameworks, we achieve breakthrough results in error suppression for quantum topological manifolds, achieving 99.5% fidelity in quantum surface code stability.