Research Interests

  • EEG/MEG Signal Processing (filter banks, spatial filters, source imaging)
  • Brain–Computer Interfaces (SSVEP, MI, ECoG-based speech decoding)
  • Foundation Models for Biosignals (self-supervised pretraining, multi-modal learning)
  • Human–Animal–AI Interaction (HAI^2)
  • Medical AI Platforms and Multi-center Data Sharing (privacy-preserving learning)

Ongoing directions

  • Scalable EEG foundation models for cross-dataset generalization
  • ECoG-based speech BCI with LLM integration
  • Robust biomarkers for epilepsy and cognitive state monitoring