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quant-ph2025
PGKET: A Photonic Gaussian Kernel Enhanced Transformer
Ren-Xin Zhao
Self-Attention Mechanisms (SAMs) enhance model performance by extracting key information but are inefficient when dealing with long sequences. To this end, a photonic Gaussian Kern…
quant-ph2025
QTP-Net: A Quantum Text Pre-training Network for Natural Language Processing
Ren-Xin Zhao
Natural Language Processing (NLP) faces challenges in the ability to quickly model polysemous words. The Grover's Algorithm (GA) is expected to solve this problem but lacks adaptab…
quant-ph2025
HQCC: A Hybrid Quantum-Classical Classifier with Adaptive Structure
Ren-Xin Zhao, Xinze Tong, Shi Wang
Parameterized Quantum Circuits (PQCs) with fixed structures severely degrade the performance of Quantum Machine Learning (QML). To address this, a Hybrid Quantum-Classical Classifi…