matrix product state
PulseAugur coverage of matrix product state — every cluster mentioning matrix product state across labs, papers, and developer communities, ranked by signal.
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Tensor Network ML framework maps wildfire risk with quantum insights
A new tensor network machine learning framework has been developed for mapping wildfire susceptibility, utilizing AlphaEarth embeddings and Matrix Product State models. This approach offers a quantum-inspired method for…
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Entanglement geometry constrains quantum circuit scalability and hardness
A new arXiv paper explores the relationship between entanglement geometry and the scalability of quantum computations. The research demonstrates that while certain quantum circuit families, like those using matrix produ…
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Quantum circuit entanglement geometry impacts cutting, hardness, and trainability
A new paper explores the entanglement geometry of quantum circuits to understand the trade-offs between circuit cutting, classical hardness, and trainability. The research demonstrates that while matrix product state an…
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New Sketch Tomography Method Enhances Quantum State Estimation
Researchers have developed a new quantum state tomography procedure called Sketch Tomography, which hybridizes the classical shadow protocol with Matrix Product States (MPS). This method estimates the tensor components …
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New algorithms offer efficient finite initialization for tensorized neural networks
Researchers have developed novel algorithms for initializing layers in tensorized neural networks and tensor network algorithms. These methods utilize partial computations of Frobenius norms and positive lineal entrywis…