publications

Research publications grouped by direction

Quantum Machine Learning

Quantum-inspired models, quantum-state analysis, and efficient machine learning methods.

2026

  1. Hamiltonian-induced Error-Channel Control for Lyapunov Quantum State Transfer
    Hamiltonian-induced Error-Channel Control for Lyapunov Quantum State Transfer
    Yiwei Chen, Xun Lang, and Jiande Wu
    Physical Review A, 2026
    DOI
  2. Quantum-inspired Neural Networks with Stochastic Dynamics for Multimodal Sentiment Analysis and Sarcasm Detection
    Quantum-inspired Neural Networks with Stochastic Dynamics for Multimodal Sentiment Analysis and Sarcasm Detection
    Kehuan Yan, Peichao Lai, Xianghan Zheng, and 4 more authors
    Engineering Applications of Artificial Intelligence, 2026
    DOI

2025

  1. Quantum-inspired Multimodal Fusion with Lindblad Master Equation for Sentiment Analysis
    Quantum-inspired Multimodal Fusion with Lindblad Master Equation for Sentiment Analysis
    Kehuan Yan, Peichao Lai, Yang Yang, and 4 more authors
    Neurocomputing, 2025
    DOI
  2. QiNN-QJ: A Quantum-inspired Neural Network with Quantum Jump for Multimodal Sentiment Analysis
    QiNN-QJ: A Quantum-inspired Neural Network with Quantum Jump for Multimodal Sentiment Analysis
    Yiwei Chen, Kehuan Yan, Yu Pan, and 1 more author
    arXiv preprint arXiv:2510.27091, 2025
    arXiv

2023

  1. Residual Tensor Train: A Quantum-inspired Approach for Learning Multiple Multilinear Correlations
    Residual Tensor Train: A Quantum-inspired Approach for Learning Multiple Multilinear Correlations
    Yiwei Chen, Yu Pan, and Daoyi Dong
    IEEE Transactions on Artificial Intelligence, 2023
    DOI
  2. Quantum Language Model with Entanglement Embedding for Question Answering
    Quantum Language Model with Entanglement Embedding for Question Answering
    Yiwei Chen, Yu Pan, and Daoyi Dong
    IEEE Transactions on Cybernetics, 2023
    DOI

2022

  1. Detecting Quantum Entanglement with Unsupervised Learning
    Detecting Quantum Entanglement with Unsupervised Learning
    Yiwei Chen, Yu Pan, Guofeng Zhang, and 1 more author
    Quantum Science and Technology, 2022
    DOI

2020

  1. Efficient Asynchronous Vertical Federated Learning via Gradient Prediction and Double-End Sparse Compression
    Efficient Asynchronous Vertical Federated Learning via Gradient Prediction and Double-End Sparse Compression
    Ming Li, Yiwei Chen, Yiqin Wang, and 1 more author
    In International Conference on Control, Automation, Robotics and Vision (ICARCV), 2020
    DOI

2018

  1. Robust Supervised Learning Based on Tensor Network Method
    Robust Supervised Learning Based on Tensor Network Method
    YW Chen, K Guo, and Y Pan
    In Youth Academic Annual Conference of Chinese Association of Automation (YAC), 2018
    DOI

Single-Photon & Computational Imaging

Photon-efficient 3D sensing, image reconstruction, MRI, and cross-modal image analysis.

2026

  1. REPAIR: Validity-guided Agentic Planning for Image Restoration under Extreme Compound Degradations
    REPAIR: Validity-guided Agentic Planning for Image Restoration under Extreme Compound Degradations
    Zhengnan Yin, Yiwei Zheng, Luwei Xiao, and 6 more authors
    Pattern Recognition, 2026
    DOI
  2. AOSNet-Sec: Aperture-orientation-spectrum Fusion with Statistical Markov Repair for Trustworthy Super-Resolution
    AOSNet-Sec: Aperture-orientation-spectrum Fusion with Statistical Markov Repair for Trustworthy Super-Resolution
    Zhengnan Yin, Luwei Xiao, Xuan Feng, and 6 more authors
    Pattern Recognition, 2026
    DOI
  3. Sensor-aware Physical Modelling for Deep Learning-based Single-Photon Imaging
    Sensor-aware Physical Modelling for Deep Learning-based Single-Photon Imaging
    Yiwei Chen, Xun Lang, and Yu Pan
    Optics Express, 2026
    DOI

2025

  1. Xception-CM: A Deep Learning Approach for Non-Invasive Skin Barrier Function Assessment Using Dermoscopic Images
    Xception-CM: A Deep Learning Approach for Non-Invasive Skin Barrier Function Assessment Using Dermoscopic Images
    Junqiao Zhang, Xun Lang, Yiwei Chen, and 2 more authors
    In International Conference on Computer Vision, Robotics and Automation Engineering (CRAE), 2025
    DOI
  2. The R2D2 Deep Neural Network Series for Scalable Non-Cartesian Magnetic Resonance Imaging
    The R2D2 Deep Neural Network Series for Scalable Non-Cartesian Magnetic Resonance Imaging
    Yiwei Chen, Amir Aghabiglou, Shijie Chen, and 4 more authors
    arXiv preprint arXiv:2503.09559, 2025
    arXiv

2024

  1. Scalable Non-Cartesian Magnetic Resonance Imaging with R2D2
    Scalable Non-Cartesian Magnetic Resonance Imaging with R2D2
    Yiwei Chen, Chao Tang, Amir Aghabiglou, and 2 more authors
    In European Signal Processing Conference (EUSIPCO), 2024
    DOI
  2. Quantity-Aware Coarse-to-Fine Correspondence for Image-to-Point Cloud Registration
    Quantity-Aware Coarse-to-Fine Correspondence for Image-to-Point Cloud Registration
    Gongxin Yao, Yixin Xuan, Yiwei Chen, and 1 more author
    IEEE Sensors Journal, 2024
    DOI

2023

  1. Single-Photon Image Super-Resolution via Self-supervised Learning
    Single-Photon Image Super-Resolution via Self-supervised Learning
    Yiwei Chen, Chen Jiang, and Yu Pan
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
    DOI
  2. A Compact Upconversion Single-Photon Imager for Full-Range and Accurate 3-D Imaging
    A Compact Upconversion Single-Photon Imager for Full-Range and Accurate 3-D Imaging
    Yiwei Chen, Chen Jiang, Yong Liu, and 3 more authors
    IEEE Transactions on Instrumentation and Measurement, 2023
    DOI

2022

  1. Deep Domain Adversarial Adaptation for Photon-Efficient Imaging
    Deep Domain Adversarial Adaptation for Photon-Efficient Imaging
    Yiwei Chen, Gongxin Yao, Yong Liu, and 3 more authors
    Physical Review Applied, 2022
    DOI
  2. Dynamic Single-Photon 3D Imaging with A Sparsity-Based Neural Network
    Dynamic Single-Photon 3D Imaging with A Sparsity-Based Neural Network
    Gongxin Yao, Yiwei Chen, Chen Jiang, and 4 more authors
    Optics Express, 2022
    DOI
  3. Robust Photon-Efficient Imaging Using A Pixel-Wise Residual Shrinkage Network
    Robust Photon-Efficient Imaging Using A Pixel-Wise Residual Shrinkage Network
    Gongxin Yao*, Yiwei Chen*, Yong Liu, and 2 more authors
    Optics Express, 2022
    DOI

Industrial Signal Processing

Data-driven monitoring, diagnosis, prediction, and control for industrial processes.

2026

  1. Visual-frequency Bimodal Fusion Networks for Oscillation Detection and Quantification in Industrial Control Loops
    Visual-frequency Bimodal Fusion Networks for Oscillation Detection and Quantification in Industrial Control Loops
    Xun Lang, Lingxu Yang, Jiande Wu, and 3 more authors
    Engineering Applications of Artificial Intelligence, 2026
    DOI
  2. Multi-scale Wavelet Low-frequency Fusion Network for Particle Image Segmentation and Size Analysis of Diammonium Phosphate
    Multi-scale Wavelet Low-frequency Fusion Network for Particle Image Segmentation and Size Analysis of Diammonium Phosphate
    Yonghao Liu, Xun Lang, Yiwei Chen, and 3 more authors
    Expert Systems with Applications, 2026
    DOI
  3. Mask-Enhanced and Regularization-Driven Semi-Supervised Learning for Industrial Soft Sensor
    Mask-Enhanced and Regularization-Driven Semi-Supervised Learning for Industrial Soft Sensor
    Yonghao Liu, Xun Lang, Yiwei Chen, and 2 more authors
    In IFAC World Congress, 2026
    Website
  4. ResTT-SS: A Quantum-Inspired Framework for Industrial Soft Sensing
    ResTT-SS: A Quantum-Inspired Framework for Industrial Soft Sensing
    Yiwei Chen, Xun Lang, Tao Wang, and 1 more author
    In IFAC World Congress, 2026
    Website

2025

  1. Oscillation Detection for Industrial Process Control Loops Based on Transformer Encoder
    Oscillation Detection for Industrial Process Control Loops Based on Transformer Encoder
    Lingxu Yang, Lang Xun, Yiwei Chen, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI
  2. Performance Optimization of Industrial PID Control Loops Using Deep Reinforcement Learning
    Performance Optimization of Industrial PID Control Loops Using Deep Reinforcement Learning
    Jihong Xu, Lang Xun, Jiande Wu, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI
  3. Root Cause Diagnosis of Plant-Wide Oscillations Using Partial Cross Mapping
    Root Cause Diagnosis of Plant-Wide Oscillations Using Partial Cross Mapping
    Zijin Gong, Yiwei Chen, Lang Xun, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI
  4. A Hybrid Deep Learning Model for Soft Sensor-Based Quality Prediction in Industrial Processes
    A Hybrid Deep Learning Model for Soft Sensor-Based Quality Prediction in Industrial Processes
    Liangchen Zou, Lang Xun, Jiande Wu, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI
  5. A Lightweight Dual-Path MLP Framework with Gated Attention and Dynamic Tanh for Remaining Useful Life Prediction
    A Lightweight Dual-Path MLP Framework with Gated Attention and Dynamic Tanh for Remaining Useful Life Prediction
    Zihang Zhang, Songhua Liu, Lang Xun, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI
  6. An Expert Knowledge-Based Framework for Online Control Loop Performance Evaluation
    An Expert Knowledge-Based Framework for Online Control Loop Performance Evaluation
    Yangyin Luo, Yiwei Chen, Lang Xun, and 2 more authors
    In China Automation Congress (CAC), 2025
    DOI