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Frontier decoder for quantum LDPC codes: pruned dynamic programming over boundary states for approximate logical maximum-likelihood decoding of sparse parity-check and detector-error-model matrices.
The quantum substrate of the Neura Parse stack — one IR across gate, neutral-atom, photonic-CV and pulse modalities; fault-tolerant promotion (surface · BB qLDPC · Gidney–Shutty cultivation); AI-augmented compilation; ed25519-signed manifests with offline-verifiable hash chains.
Vendor-portable GPU decoders for quantum LDPC codes — Triton min-sum BP & Relay-BP on NVIDIA (CUDA), AMD (ROCm), and Apple-silicon (Metal), consuming any stim DetectorErrorModel.
CoDecoder: a small neural frontend that decodes confident shots itself and routes the rest to an unchanged strong QEC decoder (correlated matching, Relay-BP, Cascade), making decoding faster and more accurate. Training code, trained weights, circuits and test records of the paper.
Neural network decoders (MLP, GNN) for quantum error correction on a distance-3 surface code — benchmarked against classical MWPM, validated on real Google Sycamore hardware data.