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quant-ph2024
Efficient Bitcoin Address Classification Using Quantum-Inspired Feature Selection
Ming-Fong Sie, Yen-Jui Chang, Chien-Lung Lin +2
Over 900 million Bitcoin transactions have been recorded, posing considerable challenges for machine learning in terms of computation time and maintaining prediction accuracy. We p…
quant-ph2024
Quantum Embedding with Transformer for High-dimensional Data
Hao-Yuan Chen, Yen-Jui Chang, Shih-Wei Liao +1
Quantum embedding with transformers is a novel and promising architecture for quantum machine learning to deliver exceptional capability on near-term devices or simulators. The res…
quant-ph2023
Deep-Q Learning with Hybrid Quantum Neural Network on Solving Maze Problems
Hao-Yuan Chen, Yen-Jui Chang, Shih-Wei Liao +1
Quantum computing holds great potential for advancing the limitations of machine learning algorithms to handle higher dimensions of data and reduce overall training parameters in d…