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      "reason": "The abstract studies optical reservoir computing with light scattering, spatial modulation, and binarization strategies. This physical neural-computing implementation is outside the GUI/computer-use agent scope.",
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      "reason": "The abstract implements reservoir computing with propagating spin waves in a magnetic delay-line ring and evaluates memory and parity tasks. This physical time-series computing architecture is outside the GUI/computer-use agent scope.",
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      "reason": "The abstract uses qubit decoherence and quantum circuits to simulate thermal relaxation in radical-ion spin-chemistry systems. This quantum simulation of chemical dynamics is outside the GUI/computer-use agent scope.",
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      "reason": "The abstract reviews continuous-time quantum computing and its potential use in biological simulation and optimization. This survey of quantum computation for scientific modeling is outside the GUI/computer-use agent scope.",
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      "id": "arxiv:2004.01329",
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      "reason": "The abstract explains quantum walks as physical models and as tools for universal quantum computation. This quantum-algorithm exposition is outside the GUI/computer-use agent scope.",
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      "reason": "The abstract proposes oscillator-based reservoir computing using synchronization metrics and demonstrates an XOR operation with coupled VO2 oscillators. This physical computing mechanism is outside the GUI/computer-use agent scope.",
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