Web Reference: Here, we introduce a diffusion (DF) model framework to infer logical errors from syndrome measurements in quantum low-density parity-check (qLDPC) codes. Oct 11, 2021 · We introduce the zoo of quantum LDPC codes and discuss their potential for making quantum computers robust with regard to noise. In particular, we explain recent advances in the theory of quantum LDPC codes related to certain product constructions and discuss open problems in the field. May 17, 2025 · To bridge this gap, we propose a novel machine learning decoder called Astra 10. Our decoder is based on graph neural networks (GNN) which learn a message-passing algorithm for decoding.
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