Chen, Samuel Yen-Chi
- Variational Quantum Circuits for Deep Reinforcement Learning
2019/06/30 by Chen, Samuel Yen-Chi, Yang, Chao-Han Huck, Qi, Jun +3 · 27 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantum Physics (quant-ph)
- Quantum Long Short-Term Memory
2020/09/03 by Samuel Yen-Chi Chen, Shinjae Yoo, Chen, Samuel Yen-Chi +3 · 23 citations
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Federated Quantum Machine Learning
2021/03/22 by Chen, Samuel Yen-Chi, Yoo, Shinjae · 14 citations
#Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Parallel #Quantum Physics (quant-ph) #and Cluster Computing (cs.DC)
- Quantum Architecture Search via Deep Reinforcement Learning
2021/04/15 by Kuo, En-Jui, Fang, Yao-Lung L., Chen, Samuel Yen-Chi · 13 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- The Dawn of Quantum Natural Language Processing
2021/10/13 by R. Di Sipio, Jia-Hong Huang, Di Sipio, Riccardo +7 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Topic Modeling
- Quantum machine learning with differential privacy
2021/03/10 by William M. Watkins, Samuel Yen-Chi Chen, Watkins, William M +3 · 8 citations
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Foundations of Quantum Federated Learning Over Classical and Quantum Networks
2023/10/23 by Mahdi Chehimi, Chehimi, Mahdi, Samuel Yen-Chi Chen +7 · 8 citations
Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #FOS: Physical sciences #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
- Federated Quantum Machine Learning with Differential Privacy
2023/10/10 by Rod Rofougaran, Rofougaran, Rod, Shinjae Yoo +5 · 8 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
- When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing
2022/02/17 by Chao-Han Huck Yang, Jun Qi, Yang, Chao-Han Huck +7 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE) #Parallel #Quantum Computing Algorithms and Architecture #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- Quantum Convolutional Neural Networks for High Energy Physics Data Analysis
2020/12/22 by Samuel Yen-Chi Chen, Chen, Samuel Yen-Chi, Tzu-Chieh Wei +6 · 5 citations
Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Quantum Physics (quant-ph) #Statistics and Probability (physics.data-an)
- Quantum Architecture Search via Continual Reinforcement Learning
2021/12/10 by Ye, Esther, Chen, Samuel Yen-Chi · 5 citations
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- Hybrid quantum-classical classifier based on tensor network and variational quantum circuit
2020/11/30 by Chen, Samuel Yen-Chi, Huang, Chih-Min, Hsing, Chia-Wei +1 · 2 citations
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Learning to Program Variational Quantum Circuits with Fast Weights
2024/02/27 by Chen, Samuel Yen-Chi · 8 citations
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- Diffusion-Inspired Quantum Noise Mitigation in Parameterized Quantum Circuits
2024/06/02 by Hoang-Quan Nguyen, Xuan-Bac Nguyen, Nguyen, Hoang-Quan +11 · 5 citations
Computer Science · Physics and Astronomy · #Quantum Computing Algorithms and Architecture #Quantum and electron transport phenomena #Quantum Information and Cryptography
- Reservoir Computing via Quantum Recurrent Neural Networks
2022/11/04 by Samuel Yen-Chi Chen, Daniel Fry, Chen, Samuel Yen-Chi +7 · 3 citations
Computer Science · Engineering · #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Advanced Memory and Neural Computing
- Quantum Machine Learning Architecture Search via Deep Reinforcement Learning
2024/07/29 by Dai, Xin, Wei, Tzu-Chieh, Yoo, Shinjae +1 · 5 citations
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- Federated Quantum Long Short-term Memory (FedQLSTM)
2023/12/21 by Mahdi Chehimi, Chehimi, Mahdi, Samuel Yen-Chi Chen +5 · 4 citations
Computer Science · Engineering · #Quantum Information and Cryptography #Quantum Computing Algorithms and Architecture #Molecular Communication and Nanonetworks
- An Introduction to Quantum Reinforcement Learning (QRL)
2024/09/09 by Chen, Samuel Yen-Chi · 5 citations
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- Quantum Gradient Class Activation Map for Model Interpretability
2024/08/12 by Hsin-Yi Lin, H. Eric Tseng, Lin, Hsin-Yi +5 · 5 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Physical sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Hybrid Quantum-Classical Graph Convolutional Network
2021/01/15 by Samuel Yen-Chi Chen, Tzu-Chieh Wei, Chen, Samuel Yen-Chi +6 · 1 citation
Computer Science · Materials Science · #Quantum Computing Algorithms and Architecture #Computational Physics and Python Applications #Machine Learning in Materials Science
- Federated Quantum-Train Long Short-Term Memory for Gravitational Wave Signal
2025/03/20 by Liu, Chen-Yu, Chen, Samuel Yen-Chi, Chen, Kuan-Cheng +2 · 5 citations
#FOS: Physical sciences #Quantum Physics (quant-ph)
- Programming Variational Quantum Circuits with Quantum-Train Agent
2024/12/02 by Chen-Yu Liu, Liu, Chen-Yu, Samuel Yen-Chi Chen +7 · 4 citations
Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Mechanics and Applications #Quantum Physics (quant-ph)
- Quantum deep recurrent reinforcement learning
2022/10/26 by Chen, Samuel Yen-Chi · 4 citations
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Physics (quant-ph)
- Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection
2024/10/11 by Chu-Hsuan Abraham Lin, Lin, Chu-Hsuan Abraham, Samuel Yen-Chi Chen +4 · 3 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Currency Recognition and Detection #Digital Media Forensic Detection #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Quantum Physics (quant-ph) #Sound (cs.SD) #electronic engineering #information engineering
- Decoding surface codes with deep reinforcement learning and probabilistic policy reuse
2022/12/22 by Elisha S. Matekole, Matekole, Elisha Siddiqui, Esther Ye +5 · 1 citation
Computer Science · Engineering · #Quantum Computing Algorithms and Architecture #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices
- QClusformer: A Quantum Transformer-based Framework for Unsupervised Visual Clustering
2024/05/30 by Xuan-Bac Nguyen, Nguyen, Xuan-Bac, Hoang-Quan Nguyen +9 · 2 citations
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Reservoir Computing #Retinal Imaging and Analysis
- Toward Large-Scale Distributed Quantum Long Short-Term Memory with Modular Quantum Computers
2025/03/18 by Chen, Kuan-Cheng, Chen, Samuel Yen-Chi, Liu, Chen-Yu +1 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
- Learning to Program Quantum Measurements for Machine Learning
2025/05/18 by Samuel Yen-Chi Chen, H. Eric Tseng, Chen, Samuel Yen-Chi +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Transfer Learning Analysis of Variational Quantum Circuits
2025/01/02 by Tseng, Huan-Hsin, Lin, Hsin-Yi, Chen, Samuel Yen-Chi +1 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Learning to Measure Quantum Neural Networks
2025/01/10 by Samuel Yen-Chi Chen, Chen, Samuel Yen-Chi, H. Eric Tseng +5 · 3 citations
Computer Science · #Neural Networks and Applications
- Quantum-Train-Based Distributed Multi-Agent Reinforcement Learning
2024/12/12 by Kuan‐Cheng Chen, Chen, Kuan-Cheng, Samuel Yen-Chi Chen +5 · 4 citations
Computer Science · #Neural Networks and Reservoir Computing #Quantum Information and Cryptography
- Quantum Reinforcement Learning by Adaptive Non-local Observables
2025/07/25 by Lin, Hsin-Yi, Chen, Samuel Yen-Chi, Tseng, Huan-Hsin +1 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Quantum-Enhanced Parameter-Efficient Learning for Typhoon Trajectory Forecasting
2025/05/14 by Chen-Yu Liu, Liu, Chen-Yu, Kuan‐Cheng Chen +11 · 3 citations
Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Ocean Waves and Remote Sensing #Oceanographic and Atmospheric Processes #Quantum Physics (quant-ph) #Tropical and Extratropical Cyclones Research
- Adaptive Non-local Observable on Quantum Neural Networks
2025/04/18 by Lin, Hsin-Yi, Tseng, Huan-Hsin, Chen, Samuel Yen-Chi +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Quantum Machine Learning: An Interplay Between Quantum Computing and Machine Learning
2024/11/14 by Qi, Jun, Yang, Chao-Han, Chen, Samuel Yen-Chi +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
- Efficient quantum recurrent reinforcement learning via quantum reservoir computing
2023/09/13 by Samuel Yen-Chi Chen, Chen, Samuel Yen-Chi · 2 citations
Computer Science · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- QKAN-LSTM: Quantum-inspired Kolmogorov-Arnold Long Short-term Memory
2025/12/04 by Hsu, Yu-Chao, Jiang, Jiun-Cheng, Lin, Chun-Hua +5 · 1 citation
Computer Science · Materials Science · #Quantum Computing Algorithms and Architecture #Neural Networks and Reservoir Computing #Machine Learning in Materials Science