Search Results for author: Chen-Yu Liu

Found 4 papers, 2 papers with code

Multi-GPU-Enabled Hybrid Quantum-Classical Workflow in Quantum-HPC Middleware: Applications in Quantum Simulations

1 code implementation9 Mar 2024 Kuan-Cheng Chen, Xiaoren Li, Xiaotian Xu, Yun-Yuan Wang, Chen-Yu Liu

Achieving high-performance computation on quantum systems presents a formidable challenge that necessitates bridging the capabilities between quantum hardware and classical computing resources.

Benchmarking

Quantum-Enhanced Support Vector Machine for Large-Scale Stellar Classification with GPU Acceleration

no code implementations21 Nov 2023 Kuan-Cheng Chen, Xiaotian Xu, Henry Makhanov, Hui-Hsuan Chung, Chen-Yu Liu

In this study, we introduce an innovative Quantum-enhanced Support Vector Machine (QSVM) approach for stellar classification, leveraging the power of quantum computing and GPU acceleration.

Classification Computational Efficiency +1

Implementation of Trained Factorization Machine Recommendation System on Quantum Annealer

no code implementations24 Oct 2022 Chen-Yu Liu, Hsin-Yu Wang, Pei-Yen Liao, Ching-Jui Lai, Min-Hsiu Hsieh

Factorization Machine (FM) is the most commonly used model to build a recommendation system since it can incorporate side information to improve performance.

Random Sampling Neural Network for Quantum Many-Body Problems

1 code implementation10 Nov 2020 Chen-Yu Liu, Daw-Wei Wang

Our results demonstrate that it is possible to combine the existing numerical methods for the training process and RSNN to explore quantum many-body problems in a much wider parameter regime, even for strongly correlated systems.

Disordered Systems and Neural Networks Strongly Correlated Electrons Quantum Physics

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