W. Hou

Distilling Knowledge from Search: Decoder Model Factory for Quantum LDPC Codes

We introduce GraphMP, a learning-based message-passing decoder for quantum low-density parity-check codes that transfers without fine-tuning across code families, code sizes, physical error rates, and noise models. GraphMP uses local message passing to keep computation scalable as the decoding graph grows. Guided by it...