Ziwei Wang 王紫薇

I am a Ph.D. candidate at Huazhong University of Science and Technology, supervised by Prof. Dongrui Wu. My research focuses on deep learning and biomedical engineering, with particular interests in brain foundation models and brain signal generation.

I was selected for the Youth Student Fundamental Research Project from NSFC and the Doctoral Student Program of the Young S&T Talents Cultivation Project from CAST, with a total funding of 340,000 RMB (~48,000 USD).

Foundation Model Biomedical Engineering Smart Healthcare
Research Focus

EEG decoding under data scarcity and distribution shift, including cross-subject, cross-dataset, cross-modality, and cross-species transfer.

Research Highlights

8 first-author papers, including 6 CAS Q1/Top journals such as National Science Review, IEEE JBHI, Neural Networks, and Knowledge-Based Systems.

Honors

National Scholarship ×3, Ant Group InTech Scholarship, IEEE CIS Scholarship, Merit Student Pacesetter at HUST, and Huanau Top-10 BCI Awards in China.

Service

Reviewer for IEEE TFS, IEEE JBHI, IEEE TNSRE, KBS, IEEE TBIOM, JNE, Scientific Reports, ICONIP, and IEEE SMC; recognized as an IOP Trusted Reviewer.

News

  • 03 / 2026 — New survey on brain signal generation is now available on arXiv. Special thanks to Tiki🐱 for kindly providing her photo for the figures.
  • 02 / 2026 — Selected for the Top 10 Advances in Brain–Computer Interfaces in China (Huanau Award).
  • 12 / 2025 — Supported by the Doctoral Student Program of the Young S&T Talents Cultivation Project from CAST (40,000 RMB).
  • 12 / 2025 — Supported by the Youth Student Fundamental Research Project from NSFC (300,000 RMB).
  • 10 / 2025 — Awarded National Scholarship (Ph.D.).
  • 10 / 2025 — Awarded Merit Student Pacesetter, the highest student honor at HUST.
  • 10 / 2025DBConformer accepted by IEEE JBHI.
  • 09 / 2025 — Awarded Ant Group InTech Scholarship.
  • 07 / 2025MVCNet accepted by Knowledge-Based Systems.
  • 03 / 2025CST accepted by National Science Review.
  • 02 / 2025CSDA accepted by Knowledge-Based Systems.
  • 12 / 2024 — Awarded IOP Trusted Reviewer.
  • 10 / 2024 — Awarded National Scholarship (Ph.D.).
  • 08 / 2024 — Selected for the Top 10 Highlights in Brain–Computer Interfaces in China (Huanau Award).
  • 04 / 2024 - CR accepted by Neural Networks.

Publications

CST
National Science Review 2025
Canine EEG helps human: Cross-species and cross-modality epileptic seizure detection via multi-space alignment
Z. Wang, S. Li, and D. Wu*
National Science Review, vol. 12, no. 6, p. nwaf086, 2025. CAS Q1 Top
DBConformer
IEEE JBHI 2025
DBConformer: Dual-branch convolutional Transformer for EEG decoding
Z. Wang, H. Wang, T. Jia, X. He, S. Li, and D. Wu*
IEEE Journal of Biomedical and Health Informatics, early access, 2025. DOI: 10.1109/JBHI.2025.3622725. CAS Q1 Top
Channel Reflection
Neural Networks 2024
Channel reflection: Knowledge-driven data augmentation for EEG-based BCIs
Z. Wang†, S. Li†, J. Luo, J. Liu, and D. Wu*
Neural Networks, vol. 176, p. 106351, 2024. CAS Q1 Top
CSDA
Knowledge-Based Systems 2025
Time-frequency transform based EEG data augmentation for brain-computer interfaces
Z. Wang, S. Li, X. Chen, and D. Wu*
Knowledge-Based Systems, vol. 311, p. 113074, 2025. CAS Q1 Top
MVCNet
Knowledge-Based Systems 2025
MVCNet: Multi-view contrastive network for motor imagery classification
Z. Wang, S. Li, X. Chen, and D. Wu*
Knowledge-Based Systems, vol. 328, p. 114205, 2025. CAS Q1 Top
TASA
Journal of Neural Engineering 2023
Unsupervised domain adaptation for cross-patient seizure classification
Z. Wang, W. Zhang, S. Li, X. Chen, and D. Wu*
Journal of Neural Engineering, vol. 20, no. 6, p. 066002, 2023. CAS Q2 Top

View full publication list →

Awards

  • 2025 Ant Group InTech Scholarship (10 awardees worldwide; 2 in Digital Medicine)
  • 2025 National Scholarship (Ph.D.)
  • 2024 National Scholarship (Ph.D.)
  • 2021 National Scholarship (Undergraduate)
  • 2021 Outstanding Graduate of Hunan Province
  • 2025 Merit Student Pacesetter (Highest Student Honor at HUST)
  • 2022 IEEE Computational Intelligence Society Scholarship (5 awardees worldwide)
  • 2025 Top 10 Advances in Brain–Computer Interfaces in China (Huanau Award)
  • 2024 Top 10 Highlights in Brain–Computer Interfaces in China (Huanau Award)
  • 2023 National First Prize in World Robot Contest
  • 2025 National Second Prize in World Robot Contest

Education

  • 09 / 2021 – Present — Ph.D. candidate, Huazhong University of Science and Technology
  • 09 / 2017 – 06 / 2021 — B.Eng., Central South University

Talks

  • 11 / 2023 — ICONIP Tutorial: Transfer learning for EEG-based brain–computer interfaces
  • 05 / 2025 — CSSC Oral: Cross-species and cross-modality seizure detection via multi-space alignment
  • 09 / 2024 — Alibaba Cloud Yunqi Conference Oral: EEG-based automatic seizure detection
  • 12 / 2024 — China Brain–Computer Intelligence Conference Poster
  • 12 / 2025 — SAAC 2025 Poster: DBConformer

Internship

Alibaba Cloud, China
10 / 2022 – 04 / 2023

  • Designed five augmentation operators based on N-grams and TF-IDF for anomaly-aware data augmentation.
  • Proposed a SparseAttention module for long-sequence forecasting.
  • Designed a domain-generalized mixture-of-experts model for robust fault prediction under temporal and device-level shifts.