The authors introduce MuTA as a universal quantum neural network for MBQC and numerically demonstrate its ability to learn gates, classify quantum states, and process data under noise, including photonic hardware constraints.
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A general framework for universal quantum state purification under energy-conservation constraints, including necessary and sufficient conditions for nonexistence and optimal protocols for depolarizing noise.
SBQE encodes data via learnable shot distributions over initial states to form mixed quantum representations, achieving 89.1% accuracy on Semeion and 80.95% on Fashion MNIST without encoding gates.
Quantum spin glasses show an intermittent eigen-spectrum with alternating bands of z-type (classical spin-glass inheriting) and x-type (x-magnetization conserving) non-ergodic extended states.
Proposes a scalable framework for quantum decision trees in a laser-driven four-level diamond atomic system using Lie-algebraic analysis and amplitude-varied pulses with identical temporal profiles for controlled population transfer.
citing papers explorer
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Measurement-based quantum machine learning
The authors introduce MuTA as a universal quantum neural network for MBQC and numerically demonstrate its ability to learn gates, classify quantum states, and process data under noise, including photonic hardware constraints.
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Universal quantum state purification with energy-preserving operations
A general framework for universal quantum state purification under energy-conservation constraints, including necessary and sufficient conditions for nonexistence and optimal protocols for depolarizing noise.
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Shot-Based Quantum Encoding: A Data-Loading Paradigm for Quantum Neural Networks
SBQE encodes data via learnable shot distributions over initial states to form mixed quantum representations, achieving 89.1% accuracy on Semeion and 80.95% on Fashion MNIST without encoding gates.
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Intermittency of dynamical phases in a quantum spin glass
Quantum spin glasses show an intermittent eigen-spectrum with alternating bands of z-type (classical spin-glass inheriting) and x-type (x-magnetization conserving) non-ergodic extended states.
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Towards a quantum decision tree in a laser pumped four-level system
Proposes a scalable framework for quantum decision trees in a laser-driven four-level diamond atomic system using Lie-algebraic analysis and amplitude-varied pulses with identical temporal profiles for controlled population transfer.