toric code
PulseAugur coverage of toric code — every cluster mentioning toric code across labs, papers, and developer communities, ranked by signal.
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AI agents pose security risk to quantum error correction, study finds
A new research paper explores the security vulnerabilities of quantum error correction systems when influenced by AI agents. The study identifies an ambiguity in syndrome records that can lead to incorrect recovery sele…
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New neural network decoder boosts quantum error correction thresholds
Researchers have developed a novel data-driven decoder called Neural Minimum Weight Perfect Matching (NMWPM) for quantum error correction. This decoder integrates Graph Neural Networks (GNNs) with Transformers to captur…
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AI framework identifies physical symmetries using attention mechanisms
Researchers have developed a novel optimization framework that leverages a Set-Transformer architecture with self-attention mechanisms to identify symmetries in physical models. This machine learning-based approach enco…
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New Mixture of Experts Vision Transformer enhances quantum error correction decoding
Researchers have developed QuantumSMoE, a novel quantum vision transformer designed for high-fidelity surface code decoding. This machine learning-based decoder integrates code structure using specialized embeddings and…