Topological entanglement entropy regularizes variational quantum algorithms to enforce quantum sparsity and operate at the edge of chaos for better trainability.
Donoho, Compressed sensing, IEEE Transactions on Information Theory52, 1289 (2006)
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Simulations indicate that strained SiN resonators paired with multislice compressed-sensing protocols can reduce MRFM acquisition time by up to two orders of magnitude while preserving reconstruction fidelity.
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Quantum computation at the edge of chaos
Topological entanglement entropy regularizes variational quantum algorithms to enforce quantum sparsity and operate at the edge of chaos for better trainability.
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From Cantilevers to Membranes: Advanced Scanning Protocols for Magnetic Resonance Force Microscopy
Simulations indicate that strained SiN resonators paired with multislice compressed-sensing protocols can reduce MRFM acquisition time by up to two orders of magnitude while preserving reconstruction fidelity.