Uiwon Hwang
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126
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2026
Quantum Tunneling-Aware Machine Learning: Physics-Derived Noise Models for Robust Deployment
The paper introduces Quantum Tunneling-Aware Machine Learning (QTAML) and a compensation algorithm (TAC) that accurately models and compensates for quantum tunneling errors in AI inference, achieving high accuracy with significantly reduced overhead compared to existing methods.
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