Projects
Real-Time Defibrillation Decision Modeling
- Designed transformer-based architecture for multimodal cardiac arrest data.
- Integrated ECG, IBP, and PPG streams.
- Improved robustness under artefact-heavy CPR conditions.
- Collaborated with clinical and academic partners.
Clinical Signal Annotation Framework
- Designed structured annotation database for rhythm and CPR labeling.
- Enabled reproducible PMCF research workflows.
- Integrated cross-review validation and performance optimization.
Generative Polynomial Chaos VAE
- Research on probabilistic latent modeling for structured data.
- Investigated symmetry-aware generative modeling.
- Explored diffusion-inspired architectures for scientific datasets.