Mitiq: A software package for error mitigation on noisy quantum computers
We introduce Mitiq, a Python package for error mitigation on noisy quantum computers. Error mitigation techniques can reduce the impact of noise on near-term quantum computers with minimal overhead in quantum resources by relying on a mixture of quantum sampling and classical post-processing techniq...
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| creator | LaRose, Ryan Mari, Andrea Kaiser, Sarah Karalekas, Peter J Alves, Andre A Czarnik, Piotr Mohamed El Mandouh Gordon, Max H Yousef Hindy Robertson, Aaron Thakre, Purva Wahl, Misty Samuel, Danny Mistri, Rahul Tremblay, Maxime Gardner, Nick Stemen, Nathaniel T Shammah, Nathan Zeng, William J |
| description | We introduce Mitiq, a Python package for error mitigation on noisy quantum computers. Error mitigation techniques can reduce the impact of noise on near-term quantum computers with minimal overhead in quantum resources by relying on a mixture of quantum sampling and classical post-processing techniques. Mitiq is an extensible toolkit of different error mitigation methods, including zero-noise extrapolation, probabilistic error cancellation, and Clifford data regression. The library is designed to be compatible with generic backends and interfaces with different quantum software frameworks. We describe Mitiq using code snippets to demonstrate usage and discuss features and contribution guidelines. We present several examples demonstrating error mitigation on IBM and Rigetti superconducting quantum processors as well as on noisy simulators. |
| doi_str_mv | 10.48550/arxiv.2009.04417 |
| format | Article |
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| subjects | Computer Science - Emerging Technologies Computer simulation Errors Open source software Physics - Quantum Physics Post-production processing Quantum computers Quantum computing Simulators Software Software packages Source code |
| title | Mitiq: A software package for error mitigation on noisy quantum computers |
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