A scalable and fast artificial neural network syndrome decoder for surface codes
Surface code error correction offers a highly promising pathway to achieve scalable fault-
tolerant quantum computing. When operated as stabilizer codes, surface code computations …
tolerant quantum computing. When operated as stabilizer codes, surface code computations …
Data-driven decoding of quantum error correcting codes using graph neural networks
To leverage the full potential of quantum error-correcting stabilizer codes it is crucial to have
an efficient and accurate decoder. Accurate, maximum likelihood, decoders are …
an efficient and accurate decoder. Accurate, maximum likelihood, decoders are …
Neo-qec: Neural network enhanced online superconducting decoder for surface codes
Quantum error correction (QEC) is essential for quantum computing to mitigate the effect of
errors on qubits, and surface code (SC) is one of the most promising QEC methods …
errors on qubits, and surface code (SC) is one of the most promising QEC methods …
Convolutional neural network based decoders for surface codes
The decoding of error syndromes of surface codes with classical algorithms may slow down
quantum computation. To overcome this problem it is possible to implement decoding …
quantum computation. To overcome this problem it is possible to implement decoding …
Enhancing quantum memory lifetime with measurement-free local error correction and reinforcement learning
Reliable quantum computation requires systematic identification and correction of errors that
occur and accumulate in quantum hardware. To diagnose and correct such errors, standard …
occur and accumulate in quantum hardware. To diagnose and correct such errors, standard …
Benchmarking Machine Learning Models for Quantum Error Correction
Y Zhao - arxiv preprint arxiv:2311.11167, 2023 - arxiv.org
Quantum Error Correction (QEC) is one of the fundamental problems in quantum computer
systems, which aims to detect and correct errors in the data qubits within quantum …
systems, which aims to detect and correct errors in the data qubits within quantum …
Surface code design for asymmetric error channels
Surface codes are quantum error correcting codes typically defined on a 2D array of qubits.
A dx, dz surface code design is being introduced, where dx (dz) represents the distance of …
A dx, dz surface code design is being introduced, where dx (dz) represents the distance of …
CIM-Based Parallel Fully FFNN Surface Code High-Level Decoder for Quantum Error Correction
Due to the high sensitivity of qubits to environmental noise, which leads to decoherence and
information loss, active quantum error correction (QEC) is essential. Surface codes …
information loss, active quantum error correction (QEC) is essential. Surface codes …
Decoding surface codes with deep reinforcement learning and probabilistic policy reuse
Quantum computing (QC) promises significant advantages on certain hard computational
tasks over classical computers. However, current quantum hardware, also known as noisy …
tasks over classical computers. However, current quantum hardware, also known as noisy …
High-threshold error-correcting codes for biased noise with advanced decoding strategies
B Srivastava - 2024 - gupea.ub.gu.se
Quantum computers are highly sensitive to noise due to interactions with the environment,
which severely limits the utility of near-term devices. Quantum error correction addresses …
which severely limits the utility of near-term devices. Quantum error correction addresses …