Chi-Sheng (Michael) Chen 陳麒升

45 publications · 24 peer-reviewed · 30 as first author · 401+ citations (Jul 2026). Grouped by theme, reverse-chronological within each; entries marked arXiv preprint / Preprints / SSRN are not yet peer-reviewed. Author position is noted where I am not first author.

Clinical AI & Biosignals

  1. CS Chen, X Zhang, GY Chen, Q Xie, F Zhang, EJ Kuo. "Few-Shot Continual Learning for 3D Brain MRI with Frozen Foundation Models." arXiv preprint (2026). [arXiv]
    Medical AI Computer Vision
  2. Z Wang, T Zhang, X Zhang, R Fu, D de la Calle, CS Chen, AE Loshelder, et al. "Unsupervised Sensitivity Prior Generation With Diffusion Model for EIT Image Reconstruction." IEEE Transactions on Industrial Informatics (2026). [6th author] [DOI] [Scholar]
    Medical AI
  3. CS Chen, YJ Chen, AHW Tsai. "Large cognition model: Towards pretrained EEG foundation model." arXiv preprint (2025). [arXiv] [Scholar]
    Medical AI Foundation Models
  4. CS Chen, SH Chang, CW Liu, TM Pan. "Exploring the potential of electroencephalography signal-based image generation using diffusion models: Integrative framework combining mixed methods and multimodal analysis." JMIR Medical Informatics (2025). [DOI] [Scholar]
    Medical AI Computer Vision
  5. JTY Lu, J Chiang, CS Chen, ANY Tung, HW Hu, YC Cheng. "EEG2text-CN: An exploratory study of open-vocabulary chinese text-EEG alignment via large language model and contrastive learning on ChineseEEG." arXiv preprint (2025). [3rd author] [arXiv] [Scholar]
    Medical AI NLP
  6. SL Lai, YC Chou, CS Chen, TC Tung, BR Lin, RF Chang. "Detection and tracking of a gauze sponge in minimally invasive surgery using a YOLO and R-CNN based model." Medical & Biological Engineering & Computing (2025). [3rd author] [DOI] [Scholar]
    Medical AI Computer Vision
  7. SH Chang, D Chen, CS Chen, D Zhou, LK Yeh. "Device Failures and Adverse Events Associated With Rhinolaryngoscopes: Analysis of the Manufacturer and User Facility Device Experience (MAUDE) Database." JMIR Human Factors (2025). [3rd author] [DOI] [Scholar]
    Medical AI
  8. YJ Chen, A Albarqawi, CS Chen. "Enhancing Clinical Decision-Making: Integrating Multi-Agent Systems with Ethical AI Governance." 2025 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB). [3rd author] [DOI] [Scholar]
    Clinical AI
  9. CS Chen, WS Wang. "Psycho Gundam: Electroencephalography based real-time robotic control system with deep learning." arXiv preprint (2024). [arXiv] [Scholar]
    Medical AI
  10. CS Chen. "NECOMIMI: Neural-cognitive multimodal EEG-informed image generation with diffusion models." arXiv preprint (2024). [arXiv] [Scholar]
    Medical AI Computer Vision
  11. CS Chen, CS Wei. "Mind's eye: Image recognition by EEG via multimodal similarity-keeping contrastive learning." arXiv preprint (2024). [arXiv] [Scholar]
    Medical AI Computer Vision
  12. CT Li, CS Chen, CM Cheng, CP Chen, JP Chen, MH Chen, YM Bai, et al. "Prediction of antidepressant responses to non-invasive brain stimulation using frontal electroencephalogram signals: Cross-dataset comparisons and validation." Journal of Affective Disorders (JAD) (2023). [2nd author; derived from my master's thesis] [DOI] [Scholar]
    Clinical AI
  13. SL Lai, CS Chen, BR Lin, RF Chang. "Intraoperative detection of surgical gauze using deep convolutional neural network." Annals of Biomedical Engineering 51, 352-362 (2023). [2nd author] [DOI] [Scholar]
    Medical AI Computer Vision

Time-Series & Representation Learning

  1. CS Chen, X Zhang, EJ Kuo, GY Chen, Q Xie, F Zhang. "FreqLens: Interpretable Frequency Attribution for Time Series Forecasting." arXiv preprint (2026). [arXiv] [Scholar]
    Time-Series
  2. CS Chen, EJ Kuo, GY Chen, X Zhang, F Zhang. "A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings." arXiv preprint (2026). [arXiv] [Scholar]
    Medical AI Time-Series
  3. CS Chen, X Zhang, R Fu, Q Xie, F Zhang. "Quantum Temporal Convolutional Neural Networks for Cross-Sectional Equity Return Prediction: A Comparative Benchmark Study." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Finance
  4. CS Chen, SYC Chen, YC Tsai. "Benchmarking Quantum and Classical Sequential Models for Urban Telecommunication Forecasting." IEEE Global Communications Conference Workshop (GLOBECOM Workshop) 2025. [arXiv] [Scholar]
    Quantum ML Time-Series
  5. CS Chen, AHW Tsai. "Benchmarking classical and quantum models for DeFi yield prediction on Curve Finance." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Finance
  6. CS Chen, YJ Chen. "Optimizing supply chain networks with the power of graph neural networks." arXiv preprint (2025). [arXiv] [Scholar]
    Time-Series

Quantum & Hybrid Machine Learning

A secondary, methodological line — hybrid quantum-classical architectures for sequence modeling, spanning EEG, forecasting, and generation.

  1. CS Chen, EJ Kuo. "Do Quantum Transformers Help? A Systematic VQC Architecture Comparison on Tabular Benchmarks." arXiv preprint (2026). [arXiv] [Scholar]
    Quantum ML
  2. CS Chen, EJ Kuo. "Quantum Reinforcement Learning-Guided Diffusion Model for Image Synthesis via Hybrid Quantum-Classical Generative Model Architectures" (oral presentation). 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). [DOI] [arXiv] [Scholar]
    Quantum ML Computer Vision
  3. CS Chen, AHW Tsai. "Quantum Adaptive Self-Attention for Financial Rebalancing: An Empirical Study on Automated Market Makers in Decentralized Finance" (oral presentation). 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). [DOI] [arXiv] [Scholar]
    Quantum ML Finance
  4. H Liu, Z Zhang, K Zheng, Z Liang, CS Chen, C Carothers, J Hahn. "Quantum Machine Learning for Biomedical Classification Problems: A Feasibility Study on Real Quantum Hardware." Annals of Biomedical Engineering (2026). [5th author] [DOI] [Scholar]
    Quantum ML Medical AI
  5. KC Peng, SYC Chen, JC Jiang, CY Liu, EJ Kuo, YY Wang, P Tiwari, A Ceschini, CS Chen, YC Hsu, CH Lin, TY Li, A Rosato, M Panella, S See, S Al-Kuwari, KC Chen, NY Chen, HS Goan. "Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning." arXiv preprint (2026). [9th author] [arXiv] [Scholar]
    Quantum ML Time-Series
  6. CS Chen, AHW Tsai. "Quantum and Classical Machine Learning in Decentralized Finance: Comparative Evidence from Multi-Asset Backtesting of Automated Market Makers." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Finance
  7. CS Chen, EJ Kuo. "Quantum-enhanced natural language generation: A multi-model framework with hybrid quantum-classical architectures." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML NLP
  8. CS Chen, SYC Chen. "Q-DPTS: Quantum Differentially Private Time Series Forecasting via Variational Quantum Circuits." IEEE Global Communications Conference Workshop (GLOBECOM Workshop) 2025. [arXiv] [Scholar]
    Quantum ML Time-Series
  9. CS Chen. "Vision-QRWKV: Exploring Quantum-Enhanced RWKV Models for Image Classification." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Computer Vision
  10. CS Chen, X Zhang, YC Chen. "Quantum Reinforcement Learning Trading Agent for Sector Rotation in the Taiwan Stock Market." 2025 IEEE International Conference on Quantum Computing and Engineering (QCE). [arXiv] [DOI] [Scholar]
    Quantum ML Finance
  11. CS Chen, EJ Kuo. "Quantum-enhanced channel mixing in RWKV models for time series forecasting." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Time-Series
  12. CS Chen, EJ Kuo. "Quantum adaptive self-attention for quantum transformer models." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML
  13. CS Chen, WA Hou, HW Hu, ZS Cai. "Quantum Generative Models for Image Generation: Insights from MNIST and MedMNIST." arXiv preprint (2025). [arXiv] [Scholar]
    Quantum ML Medical AI
  14. CS Chen, EJ Kuo. "Unraveling quantum environments: Transformer-assisted learning in Lindblad dynamics." Physical Review A (2025). [DOI] [Scholar]
    Quantum ML Time-Series Physics
  15. CS Chen, SYC Chen, HH Tseng. "Exploring the potential of QEEGNet for cross-task and cross-dataset electroencephalography encoding with quantum machine learning." Journal of Signal Processing Systems (2025). [DOI] [Scholar]
    Quantum ML Medical AI
  16. CS Chen, AHW Tsai, SC Huang. "Quantum multimodal contrastive learning framework" (oral presentation). 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). [DOI] [Scholar]
    Quantum ML
  17. CS Chen, SYC Chen, AHW Tsai, CS Wei. "QEEGNet: Quantum machine learning for enhanced electroencephalography encoding." 2024 IEEE International Workshop on Signal Processing Systems (SiPS). [DOI] [Scholar]
    Quantum ML Medical AI

Computer Vision & Multimodal

  1. CS Chen, GY Chen, D Zhou, D Jiang, D Chen, SH Chang. "Improving fine-grained food classification using deep residual learning and selective state space models." PLoS ONE (2025). [DOI] [arXiv] [Scholar]
    Computer Vision
  2. HW Hu, CM Huang, HJ Chiang, LJ Chen, CS Chen, KB Cheng. "AI-Based Performance Evaluation in Synchronized Ballroom Dance via Custom Vector Similarity and YOLOv8 Pose Estimation." SSRN (2025). [5th author] [SSRN] [Scholar]
    Computer Vision
  3. CS Chen, YH Yang, GY Chen, SH Chang. "Food classification for dietary support using fine-grained visual recognition with the HERBS Network." Preprints (2024). [Preprint] [Scholar]
    Computer Vision

Digital Humanities

  1. CS Chen, HY Liu. "Predicting Poets' Origins from Verse: A Computational Analysis of Regional Linguistic Fingerprints in the Complete Tang Poems." Digital Humanities 2026 (DH2026), Alliance of Digital Humanities Organizations (ADHO), Short Paper. [arXiv] [Program]
    NLP Digital Humanities
  2. HY Liu, CS Chen. "Gendered Voices in Tang Poetry: A Corpus-Based Study of Female-Authored Poems and Male-Adopted Female Perspectives." Digital Humanities 2026 (DH2026), Alliance of Digital Humanities Organizations (ADHO), Short Paper. [2nd author] [Program]
    NLP Digital Humanities
  3. HY Liu, CS Chen. "Gendered Language in Tang Poetry: A Sociolinguistic and Digital Humanities Analysis Based on the Quan Tang Shi." 16th International Conference of Digital Archives and Digital Humanities (DADH 2025). [2nd author]
    NLP Digital Humanities

Condensed-Matter & Astrophysics

  1. CF Kam, CS Chen, EJ Kuo. "Accretion-Driven Squeezing of Fuzzy Dark Matter Halo Cores in the Schrödinger-Newton Framework." Journal of Cosmology and Astroparticle Physics (JCAP) (2026). [2nd author] [arXiv]
    Physics Dark Matter
  2. D Takegami, L Nicolaï, Y Utsumi, A Meléndez-Sans, DA Balatsky, CA Knight, C Dalton, SL Huang, CS Chen, L Zhao, AC Komarek, YF Liao, KD Tsuei, J Minár, LH Tjeng. "Direct imaging of valence orbitals using hard x-ray photoelectron spectroscopy." Physical Review Research 4, 033108 (2022). [Role: Material synthesis at MPI CPfS] [DOI] [Scholar]
    Physics
  3. J Falke, CF Chang, CE Liu, D Takegami, A Melendez-Sans, CS Chen, et al. "Electronic structure of the metallic oxide ReO₃." Physical Review B 103, 115125 (2021). [Role: ReO₃ crystal synthesis at MPI CPfS] [DOI] [Scholar]
    Physics

Master Thesis

  1. CS Chen. "EEG Analysis for Prediction of Antidepressant Responses of Transcranial Magnetic Stimulation in Major Depressive Disorder Based on Attentional Convolution Time Series Prototypical Neural Network Model and Classical/Quantum Machine Learning Approaches (基於注意力機制之時間序列原型卷積神經網路與傳統及量子機器學習模型應用於重度憂鬱症腦波之經顱磁刺激抗憂鬱療效預測與分析)." National Taiwan University (2021). [Thesis] [NDLTD] [Scholar]
    Clinical AI Quantum ML