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quantum-noise

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QECops

Open-source, reproducible simulator for analyzing quantum error correction under explicit noise assumptions, with Monte Carlo and analytical (binomial) validation, including subplot with log-scaled explicit error analysis; SEE README

  • Updated Apr 12, 2026
  • Python

This repository hosts code for a thesis on learning full output distributions of quantum circuits using Transformer-based Graph Neural Networks. It includes dataset generation under noiseless and noisy settings, circuit feature engineering, GNN and CNN modeling, transfer learning across qubit sizes, and model evaluation.

  • Updated Jul 24, 2025
  • Jupyter Notebook

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