Distinguishability loss function optimizes quantum encoding circuits
Researchers describe a new objective function for quantum error correction called a distinguishability loss function. It works by maximizing the distinguishability of quantum states after a noise channel has acted on them. The approach is reported to discover encoding circuits that are resource-efficient and optimized for specific noise characteristics.
This loss function could be folded into quantum compilation tools to automatically design hardware-specific encoding circuits that improve state fidelity on near-term processors within two years.