Achievement
2024
- 🏆 ICTC 2024 Best AI Paper Award (arXiv:2409.02763)
- 🏆 Foxconn Technology Award (鴻海科技獎) 2024
- 🥈Second Place Prize (Linkedin Post post), Deloitte’s Quantum Climate Challenge 2024
- 🥈Second Place Prize, A Matter of Taste Challenge, Xanadu QHack 2024 Open Hackathon
- 🥉Third Place Prize, The Sound of Silence Challenge, Xanadu QHack 2024 Open Hackathon
- 🥉Third Place Prize, NVIDIA & Denvr Dataworks Prizes, Xanadu QHack 2024 Open Hackathon
2023
- 🥇First Place Prize, Ephys Hackathon on Quantum Machine Learning
- 🥇First Place Prize, QEC and Compilation Challenge, Xanadu QHack 2023 Open Hackathon
- 🥉Third Place Prize ( NVIDIA blog post, HPCwire post ), NVIDIA Challenge, Xanadu QHack 2023 Open Hackathon
- 🏆 NSTC Elite PhD student Scholarship - Quantum Technology (國科會菁英博士生獎學金-量子科技)
- 🏆 Oral presentation Award, Physics Society of Taiwan
2016 - 2020
- Oral presentation Award, Physics Society of Taiwan (2020)
- Best Bachelor Thesis Award, Physics Society of Taiwan (2019)
- Academia Sinica Chau-Ting Chang Summer Research Scholarship (2018)
- Student Paper Award, Annual Meeting of PSROC 2018 (2018)
- 1st at Project Competition Award, Department of Physics, National Dong Hwa University (2017)
- College Student Research Scholarship, National Science Council (2017)
- Outstanding Academic Award*4 (for 5% students), National Dong Hwa University (2016-2017)
Publication - Journal
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Random sampling neural network for quantum many-body problems
Chen-Yu Liu, Daw-Wei Wang
Physical Review B 103, 205107 (2021) -
Geodesic Motion of Neutral Particle around a Kerr-Newman Black Hole
Chen-Yu Liu, Da-Shin Lee, Chi-Yong Lin
Classical and Quantum Gravity 34 (23), 235008 (2017)
Publication - Conference Paper
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Federated Quantum-Train with Batched Parameter Generation
Chen-Yu Liu, Samuel Yen-Chi Chen
International Conference on ICT Convergence (ICTC) (2024) -
Introduction to Quantum-Train Toolkit
Chen-Yu Liu, Chu-Hsuan Abraham Lin, Wei-Jia Huang, Min-Hsiu Hsieh
IEEE International Conference on Quantum Computing and Engineering (QCE) (2024) -
Quantum-Train Long Short-Term Memory: Application on Flood Prediction Problem
Chu-Hsuan Abraham Lin, Chen-Yu Liu, Kuan-Cheng Chen
IEEE International Conference on Quantum Computing and Engineering (QCE) (2024) -
QTRL: Toward Practical Quantum Reinforcement Learning via Quantum-Train
Chen-Yu Liu, Chu-Hsuan Abraham Lin, Chao-Han Huck Yang, Kuan-Cheng Chen, Min-Hsiu Hsieh
IEEE International Conference on Quantum Computing and Engineering (QCE) (2024) -
Noise-Aware Distributed Quantum Approximate Optimization Algorithm on Near-term Quantum Hardware
Kuan-Cheng Chen, Xiatian Xu, Felix Burt, Chen-Yu Liu
IEEE International Conference on Quantum Computing and Engineering (QCE) (2024) -
Training Classical Neural Networks by Quantum Machine Learning
Chen-Yu Liu, En-Jui Kuo, Chu-Hsuan Abraham Lin, Sean Chen, Jason Gemsun Young, Yeong-Jar Chang, Min-Hsiu Hsieh
IEEE International Conference on Quantum Computing and Engineering (QCE) (2024) -
Quantum-Enhanced Support Vector Machine for Large-Scale Stellar Classification with GPU Acceleration
Kuan-Cheng Chen, Xiaotian Xu, Henry Makhanov, Hui-Hsuan Chung, Chen-Yu Liu
International Conference On Intelligent Computing (ICIC) (2024) arXiv -
Quantum-HPC Framework with multi-GPU-Enabled Hybrid Quantum-Classical Workflow: Applications in Quantum Simulations
Kuan-Cheng Chen, Xiaoren Li, Xiaotian Xu, Yun-Yuan Wang, Chen-Yu Liu
IEEE International Conference on Quantum Communications, Networking, and Computing (QCNC) (2024) -
Learning Quantum Phase Estimation by Variational Quantum Circuits
Chen-Yu Liu, Chu-Hsuan Abraham Lin, Kuan-Cheng Chen
International Joint Conference on Neural Networks (IJCNN) (2024) -
Implementation of Trained Factorization Machine Recommendation System on Quantum Annealer
Chen-Yu Liu, Hsin-Yu Wang, Pei-Yen Liao, Ching-Jui Lai, Min-Hsiu Hsieh
International Joint Conference on Neural Networks (IJCNN) (2024) -
Reinforcement Learning Quantum Local Search
Chen-Yu Liu, Hsi-Sheng Goan
IEEE International Conference on Quantum Computing and Engineering (QCE) (2023) -
Practical Quantum Search by Variational Quantum Eigensolver on Noisy Intermediate-scale Quantum Hardware
Chen-Yu Liu
IEEE CPS, International Conference on Computational Science and Computational Intelligence (CSCI) (2023)
Manuscript
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A Quantum Circuit-Based Compression Perspective for Parameter-Efficient Learning
Chen-Yu Liu, Chao-Han Huck Yang, Min-Hsiu Hsieh, Hsi-Sheng Goan
arXiv preprint, arXiv: 2410.09846 (2024) -
Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection
Chu-Hsuan Abraham Lin, Chen-Yu Liu, Samuel Yen-Chi Chen, Kuan-Cheng Chen
arXiv preprint, arXiv: 2410.09250 (2024) -
Quantum-Train with Tensor Network Mapping Model and Distributed Circuit Ansatz
Chen-Yu Liu, Chu-Hsuan Abraham Lin, Kuan-Cheng Chen
arXiv preprint, arXiv: 2409.06992 (2024) -
Quantum Local Search for Traveling Salesman Problem with Path-Slicing Strategy
Chen-Yu Liu, Hiromichi Matsuyama, Wei-hao Huang, Yu Yamashiro
arXiv preprint, arXiv: 2407.13616 (2024) -
Parallel Quantum Local Search via Evolutionary Mechanism
Chen-Yu Liu, Kuan-Cheng Chen
arXiv preprint, arXiv: 2406.06445 (2024) -
Quantum-Train: Rethinking Hybrid Quantum-Classical Machine Learning in the Model Compression Perspective
Chen-Yu Liu, En-Jui Kuo, Chu-Hsuan Abraham Lin, Jason Gemsun Young, Yeong-Jar Chang, Min-Hsiu Hsieh, Hsi-Sheng Goan
arXiv preprint, arXiv: 2405.11304 (2024) -
Hybrid Gate-Based and Annealing Quantum Computing for Large-Size Ising Problems
Chen-Yu Liu, Hsi-Sheng Goan
arXiv preprint, arXiv: 2208.03283 (2022) -
Chaotic Motion of Charged Particles around a Weakly Magnetized Kerr-Newman Black Hole
Chen-Yu Liu
arXiv preprint, arXiv: 1806.09993 (2018)
Talk
2023
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Machine Learninig and Quantum Computation
Chen-Yu Liu
QRACON annual meeting, SQCS, Taipei, Taiwan (2023 Aug 26) -
On the path of using small quantum computers for solving large-size combinatorial optimization problems
Chen-Yu Liu
IBM Quantum Network Colloquium. (2023 Mar 29) -
On the path of using small quantum computers for practical purposes
Chen-Yu Liu
CQSE-NCTS seminar, National Taiwan University, Taipei, Taiwan. (2023 Mar 24) -
Hybrid Gate-Based and Annealing Quantum Computing for Large-Size Ising Problems
Chen-Yu Liu, Hsi-Sheng Goan
APS March Meeting, Las Vegas, Nevada, USA. (2023 Mar 9) -
Implementation of Trained Factorization Machine Recommendation System on Quantum Annealer
Chen-Yu Liu
Annual Meeting of the Physical Society of Taiwan, National Cheng Kung University, Tainan, Taiwan. (2023 Jan 17)
2022
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Hybrid Gate-Based and Annealing Quantum Computing for Large-Size Ising Problems
Chen-Yu Liu
HHQC seminar, Taiwan. (2022 Oct 14) -
Solving Large Quadratic Unconstrained Bianry Optimization Problems by Several Gate-Based Quantum Computers
Chen-Yu Liu
NTU-IBM Quantum System 2022 user meeting and Qiskit Hackathon Taiwan 2022, Taipei, Taiwan. (2022 Jul 19)
2020-2021
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ML Applications in Quantum Computation
Chen-Yu Liu
Symposium for Quantum Artificial Intelligence, National Taiwan University, Taipei, Taiwan. (2021 May 20) -
New Approach to Many-Body Ground State and Lowly Excited State Energies by Convolutional Neural Networks
Chen-Yu Liu
Annual Meeting of the Physical Society of Taiwan, National Pingtung University, Pingtung, Taiwan. (2020 Feb 6)
Peace