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quant-ph2026
Investigating Quantum-Embedded Transformers on Classical Datasets for Cross-Modality Classification
Hao-Yuan Chen
We test whether a parameterized quantum circuit (PQC) improves a hybrid quantum-classical model's performance on classical datasets, using an interface-matched classical map as the…
quant-ph2024
A novel approach for quantum financial simulation and quantum state preparation
Yen-Jui Chang, Wei-Ting Wang, Hao-Yuan Chen +2
Quantum state preparation is vital in quantum computing and information processing. The ability to accurately and reliably prepare specific quantum states is essential for various…
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…