A Code-Agnostic Graph Neural Network Decoder from the Detection Error Model

The POLYMECHANON is a code-agnostic Graph Neural Network decoder that decodes any stabilizer code given only its detection error model (DEM) under a specific noise model. It models the DEM as a tripartite graph connecting detectors, error mechanisms, and logical observables. This structure allows the same architecture to decode various codes without redesigning the decoder.

Open the full episode

More from Quantum Radio