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Preprint Sep 2026

Local autonomous inference machines for quantum LDPC codes

We introduce a local and distributed framework for decoding quantum LDPC codes. Built atop belief propagation (BP), the architecture combines strictly local processing of syndrome information, local feedback, autonomous operation, and highly parallelized decoding. We establish the framework at two complementary levels....

Siddhant Midha, D. Abanin · 0 citations
Open access Jul 2026

Reinforcement learning control of quantum error correction

Quantum error correction (QEC) is the primary strategy for protecting a quantum computer from the environment1,2. The prerequisite of QEC is that errors must remain sufficiently rare, which requires perpetually adapting the control parameters of the computer to the drifting environmental conditions. The current solutio...

V. Sivak, A. Morvan, M. Broughton et al. · 0 citations

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